{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3b9f4f22",
   "metadata": {},
   "source": [
    "## Web服务API简介 \n",
    "- 高德Web服务API向开发者提供HTTP接口，开发者可通过这些接口使用各类型的地理数据服务，返回结果支持JSON和XML格式。Web服务API对所有用户开放。使用本组服务之前，需要申请应用Key。不同类型用户可获取不同的数据访问能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dab8eb3d",
   "metadata": {},
   "source": [
    "### 地理/逆地理编码\n",
    "- **结构化地址定义：**  \n",
    "> 首先，地址肯定是一串字符，内含国家、省份、城市、区县、城镇、乡村、街道、门牌号码、屋邨、大厦等建筑物名称。按照由大区域名称到小区域名称组合在一起的字符。一个有效的地址应该是独一无二的。注意：针对大陆、港、澳地区的地理编码转换时可以将国家信息选择性的忽略，但省、市、城镇等级别的地址构成是不能忽略的。暂时不支持返回台湾省的详细地址信息。  \n",
    "\n",
    "- **地理编码：**将详细的结构化地址转换为高德经纬度坐标。且支持对地标性名胜景区、建筑物名称解析为高德经纬度坐标。   \n",
    "- **逆地理编码：**将经纬度转换为详细结构化的地址，且返回附近周边的POI、AOI信息。  \n",
    "> 例如：116.480881,39.989410 转换地址描述后：北京市朝阳区阜通东大街6号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11759fdc",
   "metadata": {},
   "source": [
    "#### 地理编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0c0fd849",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 导入模块\n",
    "import requests\n",
    "\n",
    "# 请求方式: GET\n",
    "\n",
    "# 获取 key 和 url\n",
    "key = \"57df1430ab280a5c21b76fb658c08044\"\n",
    "url = \"https://restapi.amap.com/v3/geocode/geo?parameters\"\n",
    "\n",
    "# 准备参数\n",
    "payload = {\n",
    "    \"key\": key,\n",
    "    \"address\": \"广州南方学院\"\n",
    "}\n",
    "\n",
    "# 发起请求\n",
    "r = requests.get(url,payload)\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ab23f3a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000',\n",
       " 'count': '1',\n",
       " 'geocodes': [{'formatted_address': '广东省广州市从化区南方学院',\n",
       "   'country': '中国',\n",
       "   'province': '广东省',\n",
       "   'citycode': '020',\n",
       "   'city': '广州市',\n",
       "   'district': '从化区',\n",
       "   'township': [],\n",
       "   'neighborhood': {'name': [], 'type': []},\n",
       "   'building': {'name': [], 'type': []},\n",
       "   'adcode': '440117',\n",
       "   'street': [],\n",
       "   'number': [],\n",
       "   'location': '113.679000,23.633941',\n",
       "   'level': '兴趣点'}]}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d9998561",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'113.679000,23.633941'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()['geocodes'][0]['location']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b8b297ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "\n",
    "key = \"57df1430ab280a5c21b76fb658c08044\"\n",
    "\n",
    "def geocode(address,city=None,batch=None,sig=None) ->dict:\n",
    "    \"\"\"获取地理编码\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/geocode/geo?parameters\"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"address\": address,\n",
    "        \"city\": city,\n",
    "        \"batch\": batch,\n",
    "        \"sig\": sig,\n",
    "        \"output\": \"json\"\n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()['geocodes'][0]['location']\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6e4b74f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'113.679000,23.633941'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 广州南方学院经纬度\n",
    "location = geocode(\"广州南方学院\")\n",
    "location"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b5d2386",
   "metadata": {},
   "source": [
    "#### 逆地理编码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ce550342",
   "metadata": {},
   "outputs": [],
   "source": [
    "def regeocode(location,batch=None,sig=None) ->dict:\n",
    "    \"\"\"获取逆地理编码\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/geocode/regeo?parameters\"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"location\": location,\n",
    "        \"batch\": batch,\n",
    "        \"sig\": sig,\n",
    "        \"output\": \"json\",  \n",
    "        \"extensions\": \"all\",\n",
    "        \n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2e1d2095",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'regeocode': {'roads': [{'id': '020F49F0050461206',\n",
       "    'location': '113.679,23.6341',\n",
       "    'direction': '西南',\n",
       "    'name': '博学路',\n",
       "    'distance': '53.2056'},\n",
       "   {'id': '020F49F0050462451',\n",
       "    'location': '113.677,23.6347',\n",
       "    'direction': '东',\n",
       "    'name': '中山路',\n",
       "    'distance': '238.535'},\n",
       "   {'id': '020F49F006047765',\n",
       "    'location': '113.682,23.6395',\n",
       "    'direction': '西南',\n",
       "    'name': 'S29从莞深高速',\n",
       "    'distance': '677.603'}],\n",
       "  'roadinters': [{'second_name': '中山路',\n",
       "    'first_id': '020F49F0050461206',\n",
       "    'second_id': '020F49F0050462451',\n",
       "    'location': '113.676794,23.634661',\n",
       "    'distance': '238.535',\n",
       "    'first_name': '博学路',\n",
       "    'direction': '东'}],\n",
       "  'formatted_address': '广东省广州市从化区温泉镇博学路广州南方学院',\n",
       "  'addressComponent': {'city': '广州市',\n",
       "   'province': '广东省',\n",
       "   'adcode': '440117',\n",
       "   'district': '从化区',\n",
       "   'towncode': '440117100000',\n",
       "   'streetNumber': {'number': '7号',\n",
       "    'location': '113.678600,23.633329',\n",
       "    'direction': '西南',\n",
       "    'distance': '79.3428',\n",
       "    'street': '博学路'},\n",
       "   'country': '中国',\n",
       "   'township': '温泉镇',\n",
       "   'businessAreas': [[]],\n",
       "   'building': {'name': [], 'type': []},\n",
       "   'neighborhood': {'name': [], 'type': []},\n",
       "   'citycode': '020'},\n",
       "  'aois': [{'area': '528560.656426',\n",
       "    'type': '141201',\n",
       "    'id': 'B00140MR9A',\n",
       "    'location': '113.679257,23.632577',\n",
       "    'adcode': '440117',\n",
       "    'name': '广州南方学院',\n",
       "    'distance': '0'}],\n",
       "  'pois': [{'id': 'B00140MR9A',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号',\n",
       "    'poiweight': '0.450402',\n",
       "    'name': '广州南方学院',\n",
       "    'location': '113.679257,23.632577',\n",
       "    'distance': '153.937',\n",
       "    'tel': '020-87828988;020-61787331',\n",
       "    'type': '科教文化服务;学校;高等院校'},\n",
       "   {'id': 'B0HGD580NZ',\n",
       "    'direction': '西',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路7号附近',\n",
       "    'poiweight': '0.285712',\n",
       "    'name': '广州南方学院惟贤门',\n",
       "    'location': '113.678437,23.633721',\n",
       "    'distance': '62.3594',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;高等院校'},\n",
       "   {'id': 'B0HGDU6Z41',\n",
       "    'direction': '西',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院教学楼6号',\n",
       "    'location': '113.678424,23.633710',\n",
       "    'distance': '64.0704',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HG5Z9JNK',\n",
       "    'direction': '西南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路',\n",
       "    'poiweight': '0.221553',\n",
       "    'name': '广州南方学院教学楼7号',\n",
       "    'location': '113.678600,23.633330',\n",
       "    'distance': '79.2368',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HG3SCZP8',\n",
       "    'direction': '东北',\n",
       "    'businessarea': [],\n",
       "    'address': '第五食堂1层8号教学楼对面',\n",
       "    'poiweight': '0.209855',\n",
       "    'name': '桃园三章（校内店）',\n",
       "    'location': '113.679685,23.634406',\n",
       "    'distance': '86.8526',\n",
       "    'tel': '18570627158',\n",
       "    'type': '商务住宅;住宅区;住宅小区'},\n",
       "   {'id': 'B0FFKP81F4',\n",
       "    'direction': '东',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路附近',\n",
       "    'poiweight': '0.191742',\n",
       "    'name': '政商研究院教学楼9号',\n",
       "    'location': '113.679949,23.633919',\n",
       "    'distance': '96.6979',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;高等院校'},\n",
       "   {'id': 'B0HGDU76L1',\n",
       "    'direction': '西',\n",
       "    'businessarea': [],\n",
       "    'address': '中山路与博学路交叉口东南150米',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院教学楼5号',\n",
       "    'location': '113.678046,23.633982',\n",
       "    'distance': '97.2817',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGDU8UYP',\n",
       "    'direction': '北',\n",
       "    'businessarea': [],\n",
       "    'address': '中山路',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院继续教育学院招生办',\n",
       "    'location': '113.679075,23.634853',\n",
       "    'distance': '101.696',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;高等院校'},\n",
       "   {'id': 'B0HGDU7T1K',\n",
       "    'direction': '东',\n",
       "    'businessarea': [],\n",
       "    'address': '从莞深高速(广州南方学院)',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院教学楼10号',\n",
       "    'location': '113.680125,23.633492',\n",
       "    'distance': '125.018',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGD58FR2',\n",
       "    'direction': '东南',\n",
       "    'businessarea': [],\n",
       "    'address': '广州南方学院',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院教学楼9号',\n",
       "    'location': '113.679747,23.633032',\n",
       "    'distance': '126.536',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGDU99RM',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号广州南方学院内',\n",
       "    'poiweight': '0.257947',\n",
       "    'name': '广州南方学院图书馆',\n",
       "    'location': '113.679177,23.632762',\n",
       "    'distance': '132.357',\n",
       "    'tel': '020-61787368;020-61787371',\n",
       "    'type': '科教文化服务;图书馆;图书馆'},\n",
       "   {'id': 'B0HGD599JM',\n",
       "    'direction': '东南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号广州南方学院',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院第11教学楼',\n",
       "    'location': '113.680037,23.633173',\n",
       "    'distance': '135.844',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGD57E3S',\n",
       "    'direction': '东',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉镇博学路广州南方学院9号教学楼',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院政商研究院',\n",
       "    'location': '113.680427,23.633994',\n",
       "    'distance': '145.486',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;科教文化场所;科教文化场所'},\n",
       "   {'id': 'B0HGD58UTT',\n",
       "    'direction': '东',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院8号教学楼',\n",
       "    'location': '113.680399,23.634329',\n",
       "    'distance': '148.89',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGD576F1',\n",
       "    'direction': '北',\n",
       "    'businessarea': [],\n",
       "    'address': '中山路',\n",
       "    'poiweight': '0.285712',\n",
       "    'name': '广州南方学院音乐系',\n",
       "    'location': '113.678792,23.635389',\n",
       "    'distance': '162.382',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;高等院校'},\n",
       "   {'id': 'B0HGD58NF8',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号广州南方学院新综合楼2层',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院达人书院',\n",
       "    'location': '113.679041,23.632392',\n",
       "    'distance': '172.318',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;科教文化场所;科教文化场所'},\n",
       "   {'id': 'B0HGDU92JC',\n",
       "    'direction': '东南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路附近',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院4号实验楼',\n",
       "    'location': '113.679963,23.632652',\n",
       "    'distance': '173.713',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0FFJBZLYT',\n",
       "    'direction': '西',\n",
       "    'businessarea': [],\n",
       "    'address': '中山路与博学路交叉口东南50米',\n",
       "    'poiweight': '0.297382',\n",
       "    'name': '铜像广场',\n",
       "    'location': '113.676921,23.634555',\n",
       "    'distance': '222.513',\n",
       "    'tel': [],\n",
       "    'type': '风景名胜;公园广场;城市广场'},\n",
       "   {'id': 'B0HGDU80W3',\n",
       "    'direction': '北',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路附近',\n",
       "    'poiweight': '0.189044',\n",
       "    'name': '广州南方学院医务室',\n",
       "    'location': '113.679394,23.635924',\n",
       "    'distance': '224.106',\n",
       "    'tel': [],\n",
       "    'type': '医疗保健服务;医疗保健服务场所;医疗保健服务场所'},\n",
       "   {'id': 'B0FFL2TL33',\n",
       "    'direction': '西北',\n",
       "    'businessarea': [],\n",
       "    'address': '从莞深高速(广州南方学院)',\n",
       "    'poiweight': '0.425589',\n",
       "    'name': '中大南方汽车总站',\n",
       "    'location': '113.677310,23.635367',\n",
       "    'distance': '234.05',\n",
       "    'tel': [],\n",
       "    'type': '交通设施服务;长途汽车站;长途汽车站'},\n",
       "   {'id': 'B0FFL7C054',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉镇博学路882号(广州南方学院商业中心1层)',\n",
       "    'poiweight': '0.317505',\n",
       "    'name': '广州U优森特酒店',\n",
       "    'location': '113.679226,23.632528',\n",
       "    'distance': '158.811',\n",
       "    'tel': '15813395296',\n",
       "    'type': '住宿服务;住宿服务相关;住宿服务相关'},\n",
       "   {'id': 'B0HGD592BJ',\n",
       "    'direction': '东南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道886号广州南方学院内',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院综合楼',\n",
       "    'location': '113.680117,23.631544',\n",
       "    'distance': '289.841',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0H25SMRKP',\n",
       "    'direction': '东南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号',\n",
       "    'poiweight': '0.261624',\n",
       "    'name': '广州南方学院大礼堂',\n",
       "    'location': '113.680076,23.631502',\n",
       "    'distance': '292.552',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;会展中心;会展中心'},\n",
       "   {'id': 'B0HGDU8NLD',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路附近',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院1号实验楼',\n",
       "    'location': '113.678215,23.631370',\n",
       "    'distance': '296.881',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0GUJYPEG2',\n",
       "    'direction': '西南',\n",
       "    'businessarea': [],\n",
       "    'address': '温泉大道882号广州南方学院内博学路6号之3',\n",
       "    'poiweight': '0.216026',\n",
       "    'name': '怒烤烤串(从化店)',\n",
       "    'location': '113.677160,23.632910',\n",
       "    'distance': '219.735',\n",
       "    'tel': [],\n",
       "    'type': '餐饮服务;中餐厅;特色/地方风味餐厅'},\n",
       "   {'id': 'B0HGDU92JD',\n",
       "    'direction': '西南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路19号',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院教学楼1号',\n",
       "    'location': '113.677077,23.631783',\n",
       "    'distance': '309.788',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0FFKP81F0',\n",
       "    'direction': '西南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路19号附近',\n",
       "    'poiweight': '0.191742',\n",
       "    'name': '教学楼1号(文学与传媒学院)',\n",
       "    'location': '113.676866,23.631736',\n",
       "    'distance': '327.687',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;科教文化场所;科教文化场所'},\n",
       "   {'id': 'B0HGDU76L2',\n",
       "    'direction': '南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路',\n",
       "    'poiweight': '0.221662',\n",
       "    'name': '广州南方学院2号实验楼',\n",
       "    'location': '113.678211,23.630956',\n",
       "    'distance': '341.523',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0HGD58UTU',\n",
       "    'direction': '西南',\n",
       "    'businessarea': [],\n",
       "    'address': '博学路',\n",
       "    'poiweight': '0.191229',\n",
       "    'name': '广州南方学院2号教学楼',\n",
       "    'location': '113.677060,23.631346',\n",
       "    'distance': '349.756',\n",
       "    'tel': [],\n",
       "    'type': '科教文化服务;学校;学校'},\n",
       "   {'id': 'B0FFHHLMF8',\n",
       "    'direction': '东',\n",
       "    'businessarea': [],\n",
       "    'address': '广州南方学院明辩路2号第三饭堂',\n",
       "    'poiweight': '0.178935',\n",
       "    'name': '茗语轩餐厅(暂停营业)',\n",
       "    'location': '113.681901,23.634495',\n",
       "    'distance': '301.895',\n",
       "    'tel': '13929501395',\n",
       "    'type': '餐饮服务;快餐厅;快餐厅'}]},\n",
       " 'info': 'OK',\n",
       " 'infocode': '10000'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regeocode(location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1bbb00cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>direction</th>\n",
       "      <th>businessarea</th>\n",
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       "      <th>type</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>B00140MR9A</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号</td>\n",
       "      <td>0.450402</td>\n",
       "      <td>广州南方学院</td>\n",
       "      <td>113.679257,23.632577</td>\n",
       "      <td>153.937</td>\n",
       "      <td>020-87828988;020-61787331</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B0HGD580NZ</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路7号附近</td>\n",
       "      <td>0.285712</td>\n",
       "      <td>广州南方学院惟贤门</td>\n",
       "      <td>113.678437,23.633721</td>\n",
       "      <td>62.3594</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0HGDU6Z41</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院教学楼6号</td>\n",
       "      <td>113.678424,23.633710</td>\n",
       "      <td>64.0704</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B0HG5Z9JNK</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.221553</td>\n",
       "      <td>广州南方学院教学楼7号</td>\n",
       "      <td>113.678600,23.633330</td>\n",
       "      <td>79.2368</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B0HG3SCZP8</td>\n",
       "      <td>东北</td>\n",
       "      <td>[]</td>\n",
       "      <td>第五食堂1层8号教学楼对面</td>\n",
       "      <td>0.209855</td>\n",
       "      <td>桃园三章（校内店）</td>\n",
       "      <td>113.679685,23.634406</td>\n",
       "      <td>86.8526</td>\n",
       "      <td>18570627158</td>\n",
       "      <td>商务住宅;住宅区;住宅小区</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B0FFKP81F4</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>政商研究院教学楼9号</td>\n",
       "      <td>113.679949,23.633919</td>\n",
       "      <td>96.6979</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>B0HGDU76L1</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>中山路与博学路交叉口东南150米</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院教学楼5号</td>\n",
       "      <td>113.678046,23.633982</td>\n",
       "      <td>97.2817</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>B0HGDU8UYP</td>\n",
       "      <td>北</td>\n",
       "      <td>[]</td>\n",
       "      <td>中山路</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院继续教育学院招生办</td>\n",
       "      <td>113.679075,23.634853</td>\n",
       "      <td>101.696</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B0HGDU7T1K</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>从莞深高速(广州南方学院)</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院教学楼10号</td>\n",
       "      <td>113.680125,23.633492</td>\n",
       "      <td>125.018</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B0HGD58FR2</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院教学楼9号</td>\n",
       "      <td>113.679747,23.633032</td>\n",
       "      <td>126.536</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>B0HGDU99RM</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号广州南方学院内</td>\n",
       "      <td>0.257947</td>\n",
       "      <td>广州南方学院图书馆</td>\n",
       "      <td>113.679177,23.632762</td>\n",
       "      <td>132.357</td>\n",
       "      <td>020-61787368;020-61787371</td>\n",
       "      <td>科教文化服务;图书馆;图书馆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B0HGD599JM</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号广州南方学院</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院第11教学楼</td>\n",
       "      <td>113.680037,23.633173</td>\n",
       "      <td>135.844</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B0HGD57E3S</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇博学路广州南方学院9号教学楼</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院政商研究院</td>\n",
       "      <td>113.680427,23.633994</td>\n",
       "      <td>145.486</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>B0HGD58UTT</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院8号教学楼</td>\n",
       "      <td>113.680399,23.634329</td>\n",
       "      <td>148.89</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B0HGD576F1</td>\n",
       "      <td>北</td>\n",
       "      <td>[]</td>\n",
       "      <td>中山路</td>\n",
       "      <td>0.285712</td>\n",
       "      <td>广州南方学院音乐系</td>\n",
       "      <td>113.678792,23.635389</td>\n",
       "      <td>162.382</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>B0HGD58NF8</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号广州南方学院新综合楼2层</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院达人书院</td>\n",
       "      <td>113.679041,23.632392</td>\n",
       "      <td>172.318</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B0HGDU92JC</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院4号实验楼</td>\n",
       "      <td>113.679963,23.632652</td>\n",
       "      <td>173.713</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B0FFJBZLYT</td>\n",
       "      <td>西</td>\n",
       "      <td>[]</td>\n",
       "      <td>中山路与博学路交叉口东南50米</td>\n",
       "      <td>0.297382</td>\n",
       "      <td>铜像广场</td>\n",
       "      <td>113.676921,23.634555</td>\n",
       "      <td>222.513</td>\n",
       "      <td>[]</td>\n",
       "      <td>风景名胜;公园广场;城市广场</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B0HGDU80W3</td>\n",
       "      <td>北</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.189044</td>\n",
       "      <td>广州南方学院医务室</td>\n",
       "      <td>113.679394,23.635924</td>\n",
       "      <td>224.106</td>\n",
       "      <td>[]</td>\n",
       "      <td>医疗保健服务;医疗保健服务场所;医疗保健服务场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B0FFL2TL33</td>\n",
       "      <td>西北</td>\n",
       "      <td>[]</td>\n",
       "      <td>从莞深高速(广州南方学院)</td>\n",
       "      <td>0.425589</td>\n",
       "      <td>中大南方汽车总站</td>\n",
       "      <td>113.677310,23.635367</td>\n",
       "      <td>234.05</td>\n",
       "      <td>[]</td>\n",
       "      <td>交通设施服务;长途汽车站;长途汽车站</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>B0FFL7C054</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇博学路882号(广州南方学院商业中心1层)</td>\n",
       "      <td>0.317505</td>\n",
       "      <td>广州U优森特酒店</td>\n",
       "      <td>113.679226,23.632528</td>\n",
       "      <td>158.811</td>\n",
       "      <td>15813395296</td>\n",
       "      <td>住宿服务;住宿服务相关;住宿服务相关</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>B0HGD592BJ</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道886号广州南方学院内</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院综合楼</td>\n",
       "      <td>113.680117,23.631544</td>\n",
       "      <td>289.841</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>B0H25SMRKP</td>\n",
       "      <td>东南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号</td>\n",
       "      <td>0.261624</td>\n",
       "      <td>广州南方学院大礼堂</td>\n",
       "      <td>113.680076,23.631502</td>\n",
       "      <td>292.552</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;会展中心;会展中心</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>B0HGDU8NLD</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路附近</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院1号实验楼</td>\n",
       "      <td>113.678215,23.631370</td>\n",
       "      <td>296.881</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>B0GUJYPEG2</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>温泉大道882号广州南方学院内博学路6号之3</td>\n",
       "      <td>0.216026</td>\n",
       "      <td>怒烤烤串(从化店)</td>\n",
       "      <td>113.677160,23.632910</td>\n",
       "      <td>219.735</td>\n",
       "      <td>[]</td>\n",
       "      <td>餐饮服务;中餐厅;特色/地方风味餐厅</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>B0HGDU92JD</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路19号</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院教学楼1号</td>\n",
       "      <td>113.677077,23.631783</td>\n",
       "      <td>309.788</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>B0FFKP81F0</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路19号附近</td>\n",
       "      <td>0.191742</td>\n",
       "      <td>教学楼1号(文学与传媒学院)</td>\n",
       "      <td>113.676866,23.631736</td>\n",
       "      <td>327.687</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>B0HGDU76L2</td>\n",
       "      <td>南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.221662</td>\n",
       "      <td>广州南方学院2号实验楼</td>\n",
       "      <td>113.678211,23.630956</td>\n",
       "      <td>341.523</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>B0HGD58UTU</td>\n",
       "      <td>西南</td>\n",
       "      <td>[]</td>\n",
       "      <td>博学路</td>\n",
       "      <td>0.191229</td>\n",
       "      <td>广州南方学院2号教学楼</td>\n",
       "      <td>113.677060,23.631346</td>\n",
       "      <td>349.756</td>\n",
       "      <td>[]</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B0FFHHLMF8</td>\n",
       "      <td>东</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院明辩路2号第三饭堂</td>\n",
       "      <td>0.178935</td>\n",
       "      <td>茗语轩餐厅(暂停营业)</td>\n",
       "      <td>113.681901,23.634495</td>\n",
       "      <td>301.895</td>\n",
       "      <td>13929501395</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            id direction businessarea                   address poiweight  \\\n",
       "0   B00140MR9A         南           []                  温泉大道882号  0.450402   \n",
       "1   B0HGD580NZ         西           []                   博学路7号附近  0.285712   \n",
       "2   B0HGDU6Z41         西           []                   温泉大道882  0.221662   \n",
       "3   B0HG5Z9JNK        西南           []                       博学路  0.221553   \n",
       "4   B0HG3SCZP8        东北           []             第五食堂1层8号教学楼对面  0.209855   \n",
       "5   B0FFKP81F4         东           []                     博学路附近  0.191742   \n",
       "6   B0HGDU76L1         西           []          中山路与博学路交叉口东南150米  0.221662   \n",
       "7   B0HGDU8UYP         北           []                       中山路  0.191229   \n",
       "8   B0HGDU7T1K         东           []             从莞深高速(广州南方学院)  0.191229   \n",
       "9   B0HGD58FR2        东南           []                    广州南方学院  0.221662   \n",
       "10  B0HGDU99RM         南           []           温泉大道882号广州南方学院内  0.257947   \n",
       "11  B0HGD599JM        东南           []            温泉大道882号广州南方学院  0.221662   \n",
       "12  B0HGD57E3S         东           []         温泉镇博学路广州南方学院9号教学楼  0.191229   \n",
       "13  B0HGD58UTT         东           []                       博学路  0.191229   \n",
       "14  B0HGD576F1         北           []                       中山路  0.285712   \n",
       "15  B0HGD58NF8         南           []      温泉大道882号广州南方学院新综合楼2层  0.191229   \n",
       "16  B0HGDU92JC        东南           []                     博学路附近  0.221662   \n",
       "17  B0FFJBZLYT         西           []           中山路与博学路交叉口东南50米  0.297382   \n",
       "18  B0HGDU80W3         北           []                     博学路附近  0.189044   \n",
       "19  B0FFL2TL33        西北           []             从莞深高速(广州南方学院)  0.425589   \n",
       "20  B0FFL7C054         南           []  温泉镇博学路882号(广州南方学院商业中心1层)  0.317505   \n",
       "21  B0HGD592BJ        东南           []           温泉大道886号广州南方学院内  0.221662   \n",
       "22  B0H25SMRKP        东南           []                  温泉大道882号  0.261624   \n",
       "23  B0HGDU8NLD         南           []                     博学路附近  0.221662   \n",
       "24  B0GUJYPEG2        西南           []    温泉大道882号广州南方学院内博学路6号之3  0.216026   \n",
       "25  B0HGDU92JD        西南           []                    博学路19号  0.221662   \n",
       "26  B0FFKP81F0        西南           []                  博学路19号附近  0.191742   \n",
       "27  B0HGDU76L2         南           []                       博学路  0.221662   \n",
       "28  B0HGD58UTU        西南           []                       博学路  0.191229   \n",
       "29  B0FFHHLMF8         东           []           广州南方学院明辩路2号第三饭堂  0.178935   \n",
       "\n",
       "               name              location distance                        tel  \\\n",
       "0            广州南方学院  113.679257,23.632577  153.937  020-87828988;020-61787331   \n",
       "1         广州南方学院惟贤门  113.678437,23.633721  62.3594                         []   \n",
       "2       广州南方学院教学楼6号  113.678424,23.633710  64.0704                         []   \n",
       "3       广州南方学院教学楼7号  113.678600,23.633330  79.2368                         []   \n",
       "4         桃园三章（校内店）  113.679685,23.634406  86.8526                18570627158   \n",
       "5        政商研究院教学楼9号  113.679949,23.633919  96.6979                         []   \n",
       "6       广州南方学院教学楼5号  113.678046,23.633982  97.2817                         []   \n",
       "7   广州南方学院继续教育学院招生办  113.679075,23.634853  101.696                         []   \n",
       "8      广州南方学院教学楼10号  113.680125,23.633492  125.018                         []   \n",
       "9       广州南方学院教学楼9号  113.679747,23.633032  126.536                         []   \n",
       "10        广州南方学院图书馆  113.679177,23.632762  132.357  020-61787368;020-61787371   \n",
       "11     广州南方学院第11教学楼  113.680037,23.633173  135.844                         []   \n",
       "12      广州南方学院政商研究院  113.680427,23.633994  145.486                         []   \n",
       "13      广州南方学院8号教学楼  113.680399,23.634329   148.89                         []   \n",
       "14        广州南方学院音乐系  113.678792,23.635389  162.382                         []   \n",
       "15       广州南方学院达人书院  113.679041,23.632392  172.318                         []   \n",
       "16      广州南方学院4号实验楼  113.679963,23.632652  173.713                         []   \n",
       "17             铜像广场  113.676921,23.634555  222.513                         []   \n",
       "18        广州南方学院医务室  113.679394,23.635924  224.106                         []   \n",
       "19         中大南方汽车总站  113.677310,23.635367   234.05                         []   \n",
       "20         广州U优森特酒店  113.679226,23.632528  158.811                15813395296   \n",
       "21        广州南方学院综合楼  113.680117,23.631544  289.841                         []   \n",
       "22        广州南方学院大礼堂  113.680076,23.631502  292.552                         []   \n",
       "23      广州南方学院1号实验楼  113.678215,23.631370  296.881                         []   \n",
       "24        怒烤烤串(从化店)  113.677160,23.632910  219.735                         []   \n",
       "25      广州南方学院教学楼1号  113.677077,23.631783  309.788                         []   \n",
       "26   教学楼1号(文学与传媒学院)  113.676866,23.631736  327.687                         []   \n",
       "27      广州南方学院2号实验楼  113.678211,23.630956  341.523                         []   \n",
       "28      广州南方学院2号教学楼  113.677060,23.631346  349.756                         []   \n",
       "29      茗语轩餐厅(暂停营业)  113.681901,23.634495  301.895                13929501395   \n",
       "\n",
       "                        type  \n",
       "0             科教文化服务;学校;高等院校  \n",
       "1             科教文化服务;学校;高等院校  \n",
       "2               科教文化服务;学校;学校  \n",
       "3               科教文化服务;学校;学校  \n",
       "4              商务住宅;住宅区;住宅小区  \n",
       "5             科教文化服务;学校;高等院校  \n",
       "6               科教文化服务;学校;学校  \n",
       "7             科教文化服务;学校;高等院校  \n",
       "8               科教文化服务;学校;学校  \n",
       "9               科教文化服务;学校;学校  \n",
       "10            科教文化服务;图书馆;图书馆  \n",
       "11              科教文化服务;学校;学校  \n",
       "12      科教文化服务;科教文化场所;科教文化场所  \n",
       "13              科教文化服务;学校;学校  \n",
       "14            科教文化服务;学校;高等院校  \n",
       "15      科教文化服务;科教文化场所;科教文化场所  \n",
       "16              科教文化服务;学校;学校  \n",
       "17            风景名胜;公园广场;城市广场  \n",
       "18  医疗保健服务;医疗保健服务场所;医疗保健服务场所  \n",
       "19        交通设施服务;长途汽车站;长途汽车站  \n",
       "20        住宿服务;住宿服务相关;住宿服务相关  \n",
       "21              科教文化服务;学校;学校  \n",
       "22          科教文化服务;会展中心;会展中心  \n",
       "23              科教文化服务;学校;学校  \n",
       "24        餐饮服务;中餐厅;特色/地方风味餐厅  \n",
       "25              科教文化服务;学校;学校  \n",
       "26      科教文化服务;科教文化场所;科教文化场所  \n",
       "27              科教文化服务;学校;学校  \n",
       "28              科教文化服务;学校;学校  \n",
       "29              餐饮服务;快餐厅;快餐厅  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(regeocode(location)['regeocode']['pois'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc020fbf",
   "metadata": {},
   "source": [
    "#### 路径规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b1d4fe86",
   "metadata": {},
   "outputs": [],
   "source": [
    "def walking(origin,destination,sig=None) ->dict:\n",
    "    \"\"\"获取路径规划\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/direction/walking?parameters\"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"origin\": origin,\n",
    "        \"destination\": destination,\n",
    "        \"sig\": sig,\n",
    "        \"output\": \"json\"\n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ea7c2b5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': '1',\n",
       " 'info': 'ok',\n",
       " 'infocode': '10000',\n",
       " 'count': '1',\n",
       " 'route': {'origin': '113.676866,23.631736',\n",
       "  'destination': '113.677310,23.635367',\n",
       "  'paths': [{'distance': '572',\n",
       "    'duration': '458',\n",
       "    'steps': [{'instruction': '向南步行13米右转',\n",
       "      'orientation': '南',\n",
       "      'road': [],\n",
       "      'distance': '13',\n",
       "      'duration': '10',\n",
       "      'polyline': '113.676862,23.631632;113.676862,23.631515',\n",
       "      'action': '右转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '0'},\n",
       "     {'instruction': '步行38米右转',\n",
       "      'orientation': [],\n",
       "      'road': [],\n",
       "      'distance': '38',\n",
       "      'duration': '30',\n",
       "      'polyline': '113.676862,23.63151;113.676493,23.631536',\n",
       "      'action': '右转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '20'},\n",
       "     {'instruction': '沿博学路向北步行336米右转',\n",
       "      'orientation': '北',\n",
       "      'road': '博学路',\n",
       "      'distance': '336',\n",
       "      'duration': '269',\n",
       "      'polyline': '113.676489,23.631536;113.676432,23.631671;113.676341,23.631944;113.676341,23.631944;113.676293,23.632222;113.676293,23.632222;113.676289,23.632969;113.676289,23.632969;113.676289,23.633559;113.676298,23.633737;113.676328,23.633876;113.676398,23.634015;113.676458,23.63411;113.676528,23.634193;113.676558,23.63421;113.676558,23.63421;113.676628,23.634275;113.67674,23.634362;113.67678,23.63441',\n",
       "      'action': '右转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '0'},\n",
       "     {'instruction': '沿博学路向东北步行68米右转',\n",
       "      'orientation': '东北',\n",
       "      'road': '博学路',\n",
       "      'distance': '68',\n",
       "      'duration': '54',\n",
       "      'polyline': '113.67678,23.63441;113.67681,23.634384;113.676823,23.634375;113.676901,23.634345;113.676975,23.634345;113.677023,23.634353;113.67707,23.634375;113.677122,23.634436;113.677135,23.634462;113.677144,23.634497;113.677144,23.634549;113.67714,23.634601;113.677088,23.634666',\n",
       "      'action': '右转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '0'},\n",
       "     {'instruction': '沿博学路向东北步行57米左转',\n",
       "      'orientation': '东北',\n",
       "      'road': '博学路',\n",
       "      'distance': '57',\n",
       "      'duration': '46',\n",
       "      'polyline': '113.677083,23.634666;113.677326,23.634852;113.677326,23.634852;113.677535,23.634991',\n",
       "      'action': '左转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '0'},\n",
       "     {'instruction': '向西北步行17米右转',\n",
       "      'orientation': '西北',\n",
       "      'road': [],\n",
       "      'distance': '17',\n",
       "      'duration': '14',\n",
       "      'polyline': '113.677535,23.634991;113.677461,23.635095;113.677431,23.635122',\n",
       "      'action': '右转',\n",
       "      'assistant_action': [],\n",
       "      'walk_type': '0'},\n",
       "     {'instruction': '向西北步行43米到达目的地',\n",
       "      'orientation': '西北',\n",
       "      'road': [],\n",
       "      'distance': '43',\n",
       "      'duration': '34',\n",
       "      'polyline': '113.677426,23.635122;113.677478,23.635234;113.677478,23.63526;113.677487,23.635273;113.677483,23.635291;113.677483,23.635326;113.677478,23.635339;113.677431,23.635365;113.677357,23.635365;113.677318,23.635352',\n",
       "      'action': [],\n",
       "      'assistant_action': '到达目的地',\n",
       "      'walk_type': '0'}]}]}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 从广州南方学院教学楼1号走到中大南方汽车总站\n",
    "walking('113.676866,23.631736','113.677310,23.635367')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b99d69c2",
   "metadata": {},
   "source": [
    "#### 搜索POI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8323f5c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'113.679000,23.633941'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 广州南方学院经纬度\n",
    "location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "304f98b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def text(keywords,city,sig=None) ->dict:\n",
    "    \"\"\"获取搜索1.0\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/place/text?parameters\"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"keywords\": keywords,\n",
    "        \"city\": city,\n",
    "        \"sig\": sig,\n",
    "        \"output\": \"json\"\n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()\n",
    "    return data\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d69f22ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '894',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': 'B00141JB70',\n",
       "   'address': '太平镇新平路171号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '15.00',\n",
       "    'opentime2': '08:30-23:30',\n",
       "    'rating': '4.6',\n",
       "    'open_time': '08:30-23:30',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
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       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '合胜农庄',\n",
       "   'location': '113.491015,23.439282',\n",
       "   'tel': '13527602062',\n",
       "   'shopid': [],\n",
       "   'id': 'B02FB0OS7P'},\n",
       "  {'parent': [],\n",
       "   'address': '太平镇经济开发区广从南路北回归线公园前五十米',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '44.00',\n",
       "    'opentime2': '周一至周日:09:00-21:00',\n",
       "    'rating': '4.1',\n",
       "    'open_time': '09:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/27c745e77d15ceb8f6679fb730727cef'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d1474f4b7c22dbf14bf2e8bb5a26a45f'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '会友轩农庄',\n",
       "   'location': '113.488160,23.438310',\n",
       "   'tel': '13926100048',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFG82ZEU'},\n",
       "  {'parent': [],\n",
       "   'address': '广从南路514号-2楼',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '08:00-21:30',\n",
       "    'rating': '3.9',\n",
       "    'open_time': '08:00-21:30',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/601148aba31610b8621bedcf4723c317'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/82b3efb70844358c1a85d70d0b720f83'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f7ab0203c9f7b251904a86d53d3b76ed'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '知味餐厅',\n",
       "   'location': '113.490242,23.442206',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H3276W3T'},\n",
       "  {'parent': [],\n",
       "   'address': '太平镇沿江西路1-3号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '43.00',\n",
       "    'opentime2': '11:00-24:00',\n",
       "    'rating': '4.3',\n",
       "    'open_time': '11:00-24:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;湖南菜(湘菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/954f4b1ba7b40a9fced5a934fee16844'},\n",
       "    {'title': '小笋炒腊肉',\n",
       "     'url': 'https://img.alicdn.com/imgextra/i1/2211926116518/O1CN01FNMhu01y1IFBlnEXU_!!2211926116518-0-koubei.jpg'},\n",
       "    {'title': '梅菜扣肉',\n",
       "     'url': 'https://img.alicdn.com/imgextra/i1/2211926116518/O1CN01ohjhcc1y1IF87I2Yd_!!2211926116518-0-koubei.jpg'}],\n",
       "   'typecode': '050108',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '湖南大碗菜(太平店)',\n",
       "   'location': '113.484703,23.428904',\n",
       "   'tel': '020-87815722',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFFAIKHD'},\n",
       "  {'parent': [],\n",
       "   'address': '太平镇开发区工业大道荔林春晓',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '70.00',\n",
       "    'opentime2': '10:00-21:30',\n",
       "    'rating': '4.5',\n",
       "    'open_time': '10:00-21:30',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/caadde899a006fc7420fbce48fb65133'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/0327cf7c7cc5f01b4885cbca76bb0df7'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/03fc3dfb8b00df6ef9319c58093d47c9'}],\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '湘阁里香',\n",
       "   'location': '113.493218,23.446197',\n",
       "   'tel': '020-37504166',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFJCHEH8'},\n",
       "  {'parent': [],\n",
       "   'address': '太平镇广从南路水南新村25号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '36.00',\n",
       "    'opentime2': '10:00-22:30',\n",
       "    'rating': '4.1',\n",
       "    'open_time': '10:00-22:30',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5ab8c38e4704748bf966b176c05cb907'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '重庆鸡公煲(华软店)',\n",
       "   'location': '113.490744,23.451791',\n",
       "   'tel': '18922348889',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFG82RWH'},\n",
       "  {'parent': 'B0FFG9IOTI',\n",
       "   'address': '太平镇工业大道1号智汇国际二楼',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '32.00',\n",
       "    'opentime2': '10:00-22:00',\n",
       "    'rating': '4.4',\n",
       "    'open_time': '10:00-22:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/07561787111b7ca64cb2a63b3bce3231'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/34c95f19993fdd3643e737eb6913c83e'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/efefa134ff91efa52f56eafa9c9c824f'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': '202',\n",
       "   'adname': '从化区',\n",
       "   'name': '鑫涟猪肚鸡',\n",
       "   'location': '113.491482,23.446503',\n",
       "   'tel': '18028857586',\n",
       "   'shopid': [],\n",
       "   'id': 'B0H67O41CI'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text(\"中餐厅\",\"从化\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0d496e39",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent</th>\n",
       "      <th>address</th>\n",
       "      <th>distance</th>\n",
       "      <th>pname</th>\n",
       "      <th>importance</th>\n",
       "      <th>biz_type</th>\n",
       "      <th>cityname</th>\n",
       "      <th>type</th>\n",
       "      <th>photos</th>\n",
       "      <th>typecode</th>\n",
       "      <th>...</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>tel</th>\n",
       "      <th>shopid</th>\n",
       "      <th>id</th>\n",
       "      <th>biz_ext.cost</th>\n",
       "      <th>biz_ext.opentime2</th>\n",
       "      <th>biz_ext.rating</th>\n",
       "      <th>biz_ext.open_time</th>\n",
       "      <th>biz_ext.meal_ordering</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>B00141JB70</td>\n",
       "      <td>太平镇新平路171号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>劲鸟欢乐餐厅国际餐饮(太平店)</td>\n",
       "      <td>113.485253,23.429778</td>\n",
       "      <td>17817828657</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG80C4Y</td>\n",
       "      <td>15.00</td>\n",
       "      <td>08:30-23:30</td>\n",
       "      <td>4.6</td>\n",
       "      <td>08:30-23:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇太平商业街开发区太源路6号(珠江啤酒厂对面)</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050119</td>\n",
       "      <td>...</td>\n",
       "      <td>泉水鱼荘(太源路店)</td>\n",
       "      <td>113.492357,23.443308</td>\n",
       "      <td>13688892699;13822274978</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFFW12FW</td>\n",
       "      <td>50.00</td>\n",
       "      <td>10:00-22:00</td>\n",
       "      <td>4.7</td>\n",
       "      <td>10:00-22:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>B0FFF04ASX</td>\n",
       "      <td>广从南路</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;茶餐厅|餐饮服务;茶艺馆;茶艺馆</td>\n",
       "      <td>[{'title': [], 'url': 'https://img.alicdn.com/...</td>\n",
       "      <td>050305|050600</td>\n",
       "      <td>...</td>\n",
       "      <td>龙茶一品(新光百德店)</td>\n",
       "      <td>113.492153,23.448335</td>\n",
       "      <td>13332832313</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG8YW27</td>\n",
       "      <td>53.00</td>\n",
       "      <td>09:00-22:00</td>\n",
       "      <td>4.6</td>\n",
       "      <td>09:00-22:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇平中大道6号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>余味真湘湖南菜</td>\n",
       "      <td>113.485258,23.428140</td>\n",
       "      <td>020-87809980;18153787355</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G3GYTOG5</td>\n",
       "      <td>57.00</td>\n",
       "      <td>每天09:00-21:30</td>\n",
       "      <td>4.6</td>\n",
       "      <td>09:00-21:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇平中大道98号之88A</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>榕记专注美食(从化店)</td>\n",
       "      <td>113.488870,23.426891</td>\n",
       "      <td>020-87800448;18011914288</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFK5QLXJ</td>\n",
       "      <td>81.00</td>\n",
       "      <td>每天11:00-21:00</td>\n",
       "      <td>4.6</td>\n",
       "      <td>11:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B00141JB70</td>\n",
       "      <td>太平镇康乐东路</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>虾兵蟹将(太平店)</td>\n",
       "      <td>113.484710,23.431418</td>\n",
       "      <td>15914202777</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFLIL24F</td>\n",
       "      <td>65.00</td>\n",
       "      <td>18:00-01:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>18:00-01:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>广从南路593号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;海鲜酒楼</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050119</td>\n",
       "      <td>...</td>\n",
       "      <td>新千悦酒家</td>\n",
       "      <td>113.490140,23.446301</td>\n",
       "      <td>020-87888288</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0IG75RW8G</td>\n",
       "      <td>[]</td>\n",
       "      <td>11:00-21:00</td>\n",
       "      <td>4.2</td>\n",
       "      <td>11:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇太平村黄庄队68号卡曼</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>卡曼音乐餐吧</td>\n",
       "      <td>113.486719,23.429733</td>\n",
       "      <td>13922726238</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0IBGUNV12</td>\n",
       "      <td>[]</td>\n",
       "      <td>20:00-02:00</td>\n",
       "      <td>4.1</td>\n",
       "      <td>20:00-02:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>B0FFG9IOTI</td>\n",
       "      <td>太平镇开发区工业大道1号智汇国际2楼C1区</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;火锅店</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050117</td>\n",
       "      <td>...</td>\n",
       "      <td>潮正和牛肉火锅</td>\n",
       "      <td>113.491271,23.446568</td>\n",
       "      <td>020-37504033;18565289681</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFJ8WM1Z</td>\n",
       "      <td>106.00</td>\n",
       "      <td>10:30-23:00</td>\n",
       "      <td>4.2</td>\n",
       "      <td>10:30-23:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇广从南路735号(太平地铁站A口步行130米)</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;火锅店</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050117</td>\n",
       "      <td>...</td>\n",
       "      <td>大斌家串串火锅(华软学院店)</td>\n",
       "      <td>113.491209,23.452092</td>\n",
       "      <td>13926131968;13352855829</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HU6U29YJ</td>\n",
       "      <td>[]</td>\n",
       "      <td>10:00-03:00</td>\n",
       "      <td>4.2</td>\n",
       "      <td>10:00-03:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇牛心岭老屋街6号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>幸福私房菜</td>\n",
       "      <td>113.465635,23.453217</td>\n",
       "      <td>13710757099</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H045BO56</td>\n",
       "      <td>[]</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>海滨大道北50米</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>莲塘山庄</td>\n",
       "      <td>113.483505,23.474996</td>\n",
       "      <td>020-37929228;18998383800</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00141K8NR</td>\n",
       "      <td>64.00</td>\n",
       "      <td>10:00-21:00</td>\n",
       "      <td>4.8</td>\n",
       "      <td>10:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇丰盈路4-14号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>老地方土鸡川湘菜</td>\n",
       "      <td>113.491716,23.441920</td>\n",
       "      <td>020-87812552;13533029118</td>\n",
       "      <td>[]</td>\n",
       "      <td>B00141RVNX</td>\n",
       "      <td>45.00</td>\n",
       "      <td>10:30-23:30</td>\n",
       "      <td>4.5</td>\n",
       "      <td>10:30-23:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>回归路开发区幼儿园南</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>合胜农庄</td>\n",
       "      <td>113.491015,23.439282</td>\n",
       "      <td>13527602062</td>\n",
       "      <td>[]</td>\n",
       "      <td>B02FB0OS7P</td>\n",
       "      <td>57.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.6</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇经济开发区广从南路北回归线公园前五十米</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>会友轩农庄</td>\n",
       "      <td>113.488160,23.438310</td>\n",
       "      <td>13926100048</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG82ZEU</td>\n",
       "      <td>44.00</td>\n",
       "      <td>周一至周日:09:00-21:00</td>\n",
       "      <td>4.1</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>广从南路514号-2楼</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>知味餐厅</td>\n",
       "      <td>113.490242,23.442206</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H3276W3T</td>\n",
       "      <td>[]</td>\n",
       "      <td>08:00-21:30</td>\n",
       "      <td>3.9</td>\n",
       "      <td>08:00-21:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇沿江西路1-3号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;湖南菜(湘菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050108</td>\n",
       "      <td>...</td>\n",
       "      <td>湖南大碗菜(太平店)</td>\n",
       "      <td>113.484703,23.428904</td>\n",
       "      <td>020-87815722</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFFAIKHD</td>\n",
       "      <td>43.00</td>\n",
       "      <td>11:00-24:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>11:00-24:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇开发区工业大道荔林春晓</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050000</td>\n",
       "      <td>...</td>\n",
       "      <td>湘阁里香</td>\n",
       "      <td>113.493218,23.446197</td>\n",
       "      <td>020-37504166</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFJCHEH8</td>\n",
       "      <td>70.00</td>\n",
       "      <td>10:00-21:30</td>\n",
       "      <td>4.5</td>\n",
       "      <td>10:00-21:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>太平镇广从南路水南新村25号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>重庆鸡公煲(华软店)</td>\n",
       "      <td>113.490744,23.451791</td>\n",
       "      <td>18922348889</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG82RWH</td>\n",
       "      <td>36.00</td>\n",
       "      <td>10:00-22:30</td>\n",
       "      <td>4.1</td>\n",
       "      <td>10:00-22:30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B0FFG9IOTI</td>\n",
       "      <td>太平镇工业大道1号智汇国际二楼</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>鑫涟猪肚鸡</td>\n",
       "      <td>113.491482,23.446503</td>\n",
       "      <td>18028857586</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H67O41CI</td>\n",
       "      <td>32.00</td>\n",
       "      <td>10:00-22:00</td>\n",
       "      <td>4.4</td>\n",
       "      <td>10:00-22:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent                     address distance pname importance biz_type  \\\n",
       "0   B00141JB70                  太平镇新平路171号       []   广东省         []    diner   \n",
       "1           []   太平镇太平商业街开发区太源路6号(珠江啤酒厂对面)       []   广东省         []    diner   \n",
       "2   B0FFF04ASX                        广从南路       []   广东省         []    diner   \n",
       "3           []                   太平镇平中大道6号       []   广东省         []    diner   \n",
       "4           []              太平镇平中大道98号之88A       []   广东省         []    diner   \n",
       "5   B00141JB70                     太平镇康乐东路       []   广东省         []    diner   \n",
       "6           []                    广从南路593号       []   广东省         []    diner   \n",
       "7           []              太平镇太平村黄庄队68号卡曼       []   广东省         []    diner   \n",
       "8   B0FFG9IOTI       太平镇开发区工业大道1号智汇国际2楼C1区       []   广东省         []    diner   \n",
       "9           []  太平镇广从南路735号(太平地铁站A口步行130米)       []   广东省         []    diner   \n",
       "10          []                 太平镇牛心岭老屋街6号       []   广东省         []    diner   \n",
       "11          []                    海滨大道北50米       []   广东省         []    diner   \n",
       "12          []                 太平镇丰盈路4-14号       []   广东省         []    diner   \n",
       "13          []                  回归路开发区幼儿园南       []   广东省         []    diner   \n",
       "14          []      太平镇经济开发区广从南路北回归线公园前五十米       []   广东省         []    diner   \n",
       "15          []                 广从南路514号-2楼       []   广东省         []    diner   \n",
       "16          []                 太平镇沿江西路1-3号       []   广东省         []    diner   \n",
       "17          []              太平镇开发区工业大道荔林春晓       []   广东省         []    diner   \n",
       "18          []              太平镇广从南路水南新村25号       []   广东省         []    diner   \n",
       "19  B0FFG9IOTI             太平镇工业大道1号智汇国际二楼       []   广东省         []    diner   \n",
       "\n",
       "   cityname                       type  \\\n",
       "0       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "1       广州市              餐饮服务;中餐厅;海鲜酒楼   \n",
       "2       广州市  餐饮服务;快餐厅;茶餐厅|餐饮服务;茶艺馆;茶艺馆   \n",
       "3       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "4       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "5       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "6       广州市              餐饮服务;中餐厅;海鲜酒楼   \n",
       "7       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "8       广州市               餐饮服务;中餐厅;火锅店   \n",
       "9       广州市               餐饮服务;中餐厅;火锅店   \n",
       "10      广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "11      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "12      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "13      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "14      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "15      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "16      广州市           餐饮服务;中餐厅;湖南菜(湘菜)   \n",
       "17      广州市           餐饮服务;餐饮相关场所;餐饮相关   \n",
       "18      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "19      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "\n",
       "                                               photos       typecode  ...  \\\n",
       "0   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...         050119  ...   \n",
       "2   [{'title': [], 'url': 'https://img.alicdn.com/...  050305|050600  ...   \n",
       "3   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "4   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "5   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "6   [{'title': [], 'url': 'http://store.is.autonav...         050119  ...   \n",
       "7   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "8   [{'title': [], 'url': 'http://store.is.autonav...         050117  ...   \n",
       "9   [{'title': [], 'url': 'http://store.is.autonav...         050117  ...   \n",
       "10  [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "11  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "12  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "13  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "14  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "15  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "16  [{'title': [], 'url': 'http://store.is.autonav...         050108  ...   \n",
       "17  [{'title': [], 'url': 'http://store.is.autonav...         050000  ...   \n",
       "18  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "19  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "\n",
       "               name              location                       tel shopid  \\\n",
       "0   劲鸟欢乐餐厅国际餐饮(太平店)  113.485253,23.429778               17817828657     []   \n",
       "1        泉水鱼荘(太源路店)  113.492357,23.443308   13688892699;13822274978     []   \n",
       "2       龙茶一品(新光百德店)  113.492153,23.448335               13332832313     []   \n",
       "3           余味真湘湖南菜  113.485258,23.428140  020-87809980;18153787355     []   \n",
       "4       榕记专注美食(从化店)  113.488870,23.426891  020-87800448;18011914288     []   \n",
       "5         虾兵蟹将(太平店)  113.484710,23.431418               15914202777     []   \n",
       "6             新千悦酒家  113.490140,23.446301              020-87888288     []   \n",
       "7            卡曼音乐餐吧  113.486719,23.429733               13922726238     []   \n",
       "8           潮正和牛肉火锅  113.491271,23.446568  020-37504033;18565289681     []   \n",
       "9    大斌家串串火锅(华软学院店)  113.491209,23.452092   13926131968;13352855829     []   \n",
       "10            幸福私房菜  113.465635,23.453217               13710757099     []   \n",
       "11             莲塘山庄  113.483505,23.474996  020-37929228;18998383800     []   \n",
       "12         老地方土鸡川湘菜  113.491716,23.441920  020-87812552;13533029118     []   \n",
       "13             合胜农庄  113.491015,23.439282               13527602062     []   \n",
       "14            会友轩农庄  113.488160,23.438310               13926100048     []   \n",
       "15             知味餐厅  113.490242,23.442206                        []     []   \n",
       "16       湖南大碗菜(太平店)  113.484703,23.428904              020-87815722     []   \n",
       "17             湘阁里香  113.493218,23.446197              020-37504166     []   \n",
       "18       重庆鸡公煲(华软店)  113.490744,23.451791               18922348889     []   \n",
       "19            鑫涟猪肚鸡  113.491482,23.446503               18028857586     []   \n",
       "\n",
       "            id biz_ext.cost  biz_ext.opentime2 biz_ext.rating  \\\n",
       "0   B0FFG80C4Y        15.00        08:30-23:30            4.6   \n",
       "1   B0FFFW12FW        50.00        10:00-22:00            4.7   \n",
       "2   B0FFG8YW27        53.00        09:00-22:00            4.6   \n",
       "3   B0G3GYTOG5        57.00      每天09:00-21:30            4.6   \n",
       "4   B0FFK5QLXJ        81.00      每天11:00-21:00            4.6   \n",
       "5   B0FFLIL24F        65.00        18:00-01:00            4.3   \n",
       "6   B0IG75RW8G           []        11:00-21:00            4.2   \n",
       "7   B0IBGUNV12           []        20:00-02:00            4.1   \n",
       "8   B0FFJ8WM1Z       106.00        10:30-23:00            4.2   \n",
       "9   B0HU6U29YJ           []        10:00-03:00            4.2   \n",
       "10  B0H045BO56           []        09:00-21:00            4.3   \n",
       "11  B00141K8NR        64.00        10:00-21:00            4.8   \n",
       "12  B00141RVNX        45.00        10:30-23:30            4.5   \n",
       "13  B02FB0OS7P        57.00                 []            4.6   \n",
       "14  B0FFG82ZEU        44.00  周一至周日:09:00-21:00            4.1   \n",
       "15  B0H3276W3T           []        08:00-21:30            3.9   \n",
       "16  B0FFFAIKHD        43.00        11:00-24:00            4.3   \n",
       "17  B0FFJCHEH8        70.00        10:00-21:30            4.5   \n",
       "18  B0FFG82RWH        36.00        10:00-22:30            4.1   \n",
       "19  B0H67O41CI        32.00        10:00-22:00            4.4   \n",
       "\n",
       "   biz_ext.open_time biz_ext.meal_ordering  \n",
       "0        08:30-23:30                     0  \n",
       "1        10:00-22:00                     0  \n",
       "2        09:00-22:00                     0  \n",
       "3        09:00-21:30                     0  \n",
       "4        11:00-21:00                     0  \n",
       "5        18:00-01:00                     0  \n",
       "6        11:00-21:00                     0  \n",
       "7        20:00-02:00                     0  \n",
       "8        10:30-23:00                     0  \n",
       "9        10:00-03:00                     0  \n",
       "10       09:00-21:00                     0  \n",
       "11       10:00-21:00                     0  \n",
       "12       10:30-23:30                     0  \n",
       "13                []                     0  \n",
       "14       09:00-21:00                     0  \n",
       "15       08:00-21:30                     0  \n",
       "16       11:00-24:00                     0  \n",
       "17       10:00-21:30                     0  \n",
       "18       10:00-22:30                     0  \n",
       "19       10:00-22:00                     0  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(text(\"中餐厅\",\"从化\")[\"pois\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "547b0c2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def around(keywords,location,sig=None) ->dict:\n",
    "    \"\"\"搜索POI2.0周边搜索\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/place/around?parameters \"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"keywords\": keywords,\n",
    "        \"location\": location,\n",
    "        \"sig\": sig,\n",
    "        \"radius\": 5000,\n",
    "        \"output\": \"json\"\n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b712e91f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '237',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050118',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '港渝好粥道',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H64DILIJ'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院明辩路2号',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '耀记美食',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0GRGOTLSL'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '庄海烧腊店',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3MR1ULG'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '陈记鱼庄',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': '19820396588',\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3AGA9GN'},\n",
       "  {'parent': [],\n",
       "   'address': '广州南方学院博学路6号',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '珍味烧鹅',\n",
       "   'location': '113.679291,23.632574',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0GKSDK3I1'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '湘味小厨',\n",
       "   'location': '113.679283,23.632572',\n",
       "   'tel': '13005184390',\n",
       "   'shopid': [],\n",
       "   'id': 'B0GKHC2KQN'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '东记乡村美食',\n",
       "   'location': '113.679283,23.632572',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3APADKJ'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中山大学南方学院综合楼',\n",
       "   'distance': '295',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '王牌烤肉拌饭',\n",
       "   'location': '113.680126,23.631492',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1M7YDQH'},\n",
       "  {'parent': [],\n",
       "   'address': '广州南方学院东区食堂第四',\n",
       "   'distance': '342',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '09:00-21:00',\n",
       "    'rating': '3.4',\n",
       "    'open_time': '09:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '汕头粿条汤',\n",
       "   'location': '113.682317,23.634404',\n",
       "   'tel': '13539626288',\n",
       "   'shopid': [],\n",
       "   'id': 'B0IBA9VKTX'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031',\n",
       "   'distance': '355',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '猪杂汤饭',\n",
       "   'location': '113.676500,23.631722',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3FCLIZ4'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031',\n",
       "   'distance': '373',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '2.3',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050118',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '精品沙县(中大店)',\n",
       "   'location': '113.676059,23.631942',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3AOJXUX'},\n",
       "  {'parent': [],\n",
       "   'address': '中山大学南方学院',\n",
       "   'distance': '377',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '桃姐靓汤(中大南方店)',\n",
       "   'location': '113.680188,23.630727',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRO7LCM1'},\n",
       "  {'parent': [],\n",
       "   'address': '广州南方学院宿舍一楼门口',\n",
       "   'distance': '384',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '广州南方学院东学楼30号-取餐柜',\n",
       "   'location': '113.682747,23.634293',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HK07OHB3'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇乌土村上围2队13号',\n",
       "   'distance': '386',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '壹休盖饭',\n",
       "   'location': '113.679611,23.630517',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRHG0RSP'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '长沙一绝',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HROCMY5T'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '食再添(中大店)',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HROCK40Y'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '深海一只鱼(中大店)',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRO7KVZA'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '莹香美食',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1MR1AGD'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '麻辣香锅木桶饭',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G2GMNM5K'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '0.5',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '鱼诱(中大店)',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFL7MCT2'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "around(\"中餐厅\",location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "688d7258",
   "metadata": {},
   "outputs": [
    {
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       "      <td>温泉镇广州南方学院后门润泰超市1层05号商铺</td>\n",
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       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
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       "      <td>050300</td>\n",
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       "      <td>庄海烧腊店</td>\n",
       "      <td>113.679405,23.632673</td>\n",
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       "      <td>B0G3MR1ULG</td>\n",
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       "      <td>温泉镇广州南方学院后门润泰超市1层05号商铺</td>\n",
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       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
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       "      <td>陈记鱼庄</td>\n",
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       "      <td>19820396588</td>\n",
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       "      <td>B0G3AGA9GN</td>\n",
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       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院博学路6号</td>\n",
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       "      <td>广州市</td>\n",
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       "      <td>珍味烧鹅</td>\n",
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       "      <td>温泉镇广州南方学院后门润泰超市1层05号商铺</td>\n",
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       "      <td>湘味小厨</td>\n",
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       "      <td>温泉镇广州南方学院后门润泰超市1层05号商铺</td>\n",
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       "      <td>050100</td>\n",
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       "      <td>B0H1M7YDQH</td>\n",
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       "      <td>0</td>\n",
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       "      <th>8</th>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院东区食堂第四</td>\n",
       "      <td>342</td>\n",
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       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>汕头粿条汤</td>\n",
       "      <td>113.682317,23.634404</td>\n",
       "      <td>13539626288</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0IBA9VKTX</td>\n",
       "      <td>[]</td>\n",
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       "      <td>3.4</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>0</td>\n",
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       "      <th>9</th>\n",
       "      <td>[]</td>\n",
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       "      <td>diner</td>\n",
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       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
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       "      <td>猪杂汤饭</td>\n",
       "      <td>113.676500,23.631722</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G3FCLIZ4</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>0</td>\n",
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       "      <td>[]</td>\n",
       "      <td>温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031</td>\n",
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       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;特色/地方风味餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050118</td>\n",
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       "      <td>精品沙县(中大店)</td>\n",
       "      <td>113.676059,23.631942</td>\n",
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       "      <td>[]</td>\n",
       "      <td>B0G3AOJXUX</td>\n",
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       "      <td>2.3</td>\n",
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       "      <td>0</td>\n",
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       "      <th>11</th>\n",
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       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>桃姐靓汤(中大南方店)</td>\n",
       "      <td>113.680188,23.630727</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRO7LCM1</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院宿舍一楼门口</td>\n",
       "      <td>384</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>广州南方学院东学楼30号-取餐柜</td>\n",
       "      <td>113.682747,23.634293</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HK07OHB3</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇乌土村上围2队13号</td>\n",
       "      <td>386</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>壹休盖饭</td>\n",
       "      <td>113.679611,23.630517</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRHG0RSP</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>长沙一绝</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HROCMY5T</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>食再添(中大店)</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HROCK40Y</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>深海一只鱼(中大店)</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRO7KVZA</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>莹香美食</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H1MR1AGD</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>麻辣香锅木桶饭</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G2GMNM5K</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>鱼诱(中大店)</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFL7MCT2</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   parent                              address distance pname importance  \\\n",
       "0      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "1      []                       温泉镇广州南方学院明辩路2号      147   广东省         []   \n",
       "2      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "3      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "4      []                          广州南方学院博学路6号      155   广东省         []   \n",
       "5      []               温泉镇广州南方学院后门润泰超市1层05号商铺      155   广东省         []   \n",
       "6      []               温泉镇广州南方学院后门润泰超市1层05号商铺      155   广东省         []   \n",
       "7      []                       温泉镇中山大学南方学院综合楼      295   广东省         []   \n",
       "8      []                         广州南方学院东区食堂第四      342   广东省         []   \n",
       "9      []  温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031      355   广东省         []   \n",
       "10     []  温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031      373   广东省         []   \n",
       "11     []                             中山大学南方学院      377   广东省         []   \n",
       "12     []                         广州南方学院宿舍一楼门口      384   广东省         []   \n",
       "13     []                        温泉镇乌土村上围2队13号      386   广东省         []   \n",
       "14     []                            温泉镇中大南方学院      388   广东省         []   \n",
       "15     []                            温泉镇中大南方学院      388   广东省         []   \n",
       "16     []                            温泉镇中大南方学院      388   广东省         []   \n",
       "17     []                              温泉镇中大南方      388   广东省         []   \n",
       "18     []                              温泉镇中大南方      388   广东省         []   \n",
       "19     []                            温泉镇中大南方学院      388   广东省         []   \n",
       "\n",
       "   biz_type cityname                type photos typecode  ...  \\\n",
       "0     diner      广州市  餐饮服务;中餐厅;特色/地方风味餐厅     []   050118  ...   \n",
       "1     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "2     diner      广州市        餐饮服务;快餐厅;快餐厅     []   050300  ...   \n",
       "3     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "4     diner      广州市        餐饮服务;快餐厅;快餐厅     []   050300  ...   \n",
       "5     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "6     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "7     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "8     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "9     diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "10    diner      广州市  餐饮服务;中餐厅;特色/地方风味餐厅     []   050118  ...   \n",
       "11    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "12    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "13    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "14    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "15    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "16    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "17    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "18    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "19    diner      广州市        餐饮服务;中餐厅;中餐厅     []   050100  ...   \n",
       "\n",
       "                name              location          tel shopid          id  \\\n",
       "0              港渝好粥道  113.679405,23.632673           []     []  B0H64DILIJ   \n",
       "1               耀记美食  113.679405,23.632673           []     []  B0GRGOTLSL   \n",
       "2              庄海烧腊店  113.679405,23.632673           []     []  B0G3MR1ULG   \n",
       "3               陈记鱼庄  113.679405,23.632673  19820396588     []  B0G3AGA9GN   \n",
       "4               珍味烧鹅  113.679291,23.632574           []     []  B0GKSDK3I1   \n",
       "5               湘味小厨  113.679283,23.632572  13005184390     []  B0GKHC2KQN   \n",
       "6             东记乡村美食  113.679283,23.632572           []     []  B0G3APADKJ   \n",
       "7             王牌烤肉拌饭  113.680126,23.631492           []     []  B0H1M7YDQH   \n",
       "8              汕头粿条汤  113.682317,23.634404  13539626288     []  B0IBA9VKTX   \n",
       "9               猪杂汤饭  113.676500,23.631722           []     []  B0G3FCLIZ4   \n",
       "10         精品沙县(中大店)  113.676059,23.631942           []     []  B0G3AOJXUX   \n",
       "11       桃姐靓汤(中大南方店)  113.680188,23.630727           []     []  B0HRO7LCM1   \n",
       "12  广州南方学院东学楼30号-取餐柜  113.682747,23.634293           []     []  B0HK07OHB3   \n",
       "13              壹休盖饭  113.679611,23.630517           []     []  B0HRHG0RSP   \n",
       "14              长沙一绝  113.676568,23.631259           []     []  B0HROCMY5T   \n",
       "15          食再添(中大店)  113.676568,23.631259           []     []  B0HROCK40Y   \n",
       "16        深海一只鱼(中大店)  113.676568,23.631259           []     []  B0HRO7KVZA   \n",
       "17              莹香美食  113.676568,23.631259           []     []  B0H1MR1AGD   \n",
       "18           麻辣香锅木桶饭  113.676568,23.631259           []     []  B0G2GMNM5K   \n",
       "19           鱼诱(中大店)  113.676568,23.631259           []     []  B0FFL7MCT2   \n",
       "\n",
       "   biz_ext.cost biz_ext.opentime2 biz_ext.rating biz_ext.open_time  \\\n",
       "0            []                []             []                []   \n",
       "1            []                []             []                []   \n",
       "2            []                []             []                []   \n",
       "3            []                []             []                []   \n",
       "4            []                []             []                []   \n",
       "5            []                []             []                []   \n",
       "6            []                []             []                []   \n",
       "7            []                []             []                []   \n",
       "8            []       09:00-21:00            3.4       09:00-21:00   \n",
       "9            []                []             []                []   \n",
       "10           []                []            2.3                []   \n",
       "11           []                []             []                []   \n",
       "12           []                []             []                []   \n",
       "13           []                []             []                []   \n",
       "14           []                []             []                []   \n",
       "15           []                []             []                []   \n",
       "16           []                []             []                []   \n",
       "17           []                []             []                []   \n",
       "18           []                []             []                []   \n",
       "19           []                []            0.5                []   \n",
       "\n",
       "   biz_ext.meal_ordering  \n",
       "0                      0  \n",
       "1                      0  \n",
       "2                      0  \n",
       "3                      0  \n",
       "4                      0  \n",
       "5                      0  \n",
       "6                      0  \n",
       "7                      0  \n",
       "8                      0  \n",
       "9                      0  \n",
       "10                     0  \n",
       "11                     0  \n",
       "12                     0  \n",
       "13                     0  \n",
       "14                     0  \n",
       "15                     0  \n",
       "16                     0  \n",
       "17                     0  \n",
       "18                     0  \n",
       "19                     0  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(around(\"中餐厅\",location)[\"pois\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "3ee5cb22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '3',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'address': '温泉区广州南方学院',\n",
       "   'distance': '143',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;外国餐厅;西餐厅(综合风味)',\n",
       "   'photos': [],\n",
       "   'typecode': '050201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': 'Uni-hotel西餐',\n",
       "   'location': '113.679222,23.632671',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0GR3OMDZ2'},\n",
       "  {'parent': 'B0FFGIL2TX',\n",
       "   'address': '温泉东路76号',\n",
       "   'distance': '2829',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '145.00',\n",
       "    'opentime2': [],\n",
       "    'rating': '4.1',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;外国餐厅;外国餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/a01f74db4bd9a02e38c932c34a88c604'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/c729fe864c7706726301e8a703425899'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/c85d4fca3d0c605817d1000aefa9dee0'}],\n",
       "   'typecode': '050200',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': '312',\n",
       "   'adname': '从化区',\n",
       "   'name': '碧泉空中温泉西餐厅',\n",
       "   'location': '113.654605,23.646045',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFHE6NL2'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇石坑村东儒队00762号',\n",
       "   'distance': '3206',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;外国餐厅;外国餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050200',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '米斯特比萨',\n",
       "   'location': '113.698059,23.611033',\n",
       "   'tel': '13533792521',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFKT17JQ'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "around(\"西餐厅\",location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a0ed12b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent</th>\n",
       "      <th>address</th>\n",
       "      <th>distance</th>\n",
       "      <th>pname</th>\n",
       "      <th>importance</th>\n",
       "      <th>biz_type</th>\n",
       "      <th>cityname</th>\n",
       "      <th>type</th>\n",
       "      <th>photos</th>\n",
       "      <th>typecode</th>\n",
       "      <th>...</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>tel</th>\n",
       "      <th>shopid</th>\n",
       "      <th>id</th>\n",
       "      <th>biz_ext.cost</th>\n",
       "      <th>biz_ext.opentime2</th>\n",
       "      <th>biz_ext.rating</th>\n",
       "      <th>biz_ext.open_time</th>\n",
       "      <th>biz_ext.meal_ordering</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉区广州南方学院</td>\n",
       "      <td>143</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;外国餐厅;西餐厅(综合风味)</td>\n",
       "      <td>[]</td>\n",
       "      <td>050201</td>\n",
       "      <td>...</td>\n",
       "      <td>Uni-hotel西餐</td>\n",
       "      <td>113.679222,23.632671</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0GR3OMDZ2</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>B0FFGIL2TX</td>\n",
       "      <td>温泉东路76号</td>\n",
       "      <td>2829</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;外国餐厅;外国餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050200</td>\n",
       "      <td>...</td>\n",
       "      <td>碧泉空中温泉西餐厅</td>\n",
       "      <td>113.654605,23.646045</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFHE6NL2</td>\n",
       "      <td>145.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇石坑村东儒队00762号</td>\n",
       "      <td>3206</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;外国餐厅;外国餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050200</td>\n",
       "      <td>...</td>\n",
       "      <td>米斯特比萨</td>\n",
       "      <td>113.698059,23.611033</td>\n",
       "      <td>13533792521</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFKT17JQ</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       parent          address distance pname importance biz_type cityname  \\\n",
       "0          []        温泉区广州南方学院      143   广东省         []    diner      广州市   \n",
       "1  B0FFGIL2TX          温泉东路76号     2829   广东省         []    diner      广州市   \n",
       "2          []  温泉镇石坑村东儒队00762号     3206   广东省         []    diner      广州市   \n",
       "\n",
       "                  type                                             photos  \\\n",
       "0  餐饮服务;外国餐厅;西餐厅(综合风味)                                                 []   \n",
       "1       餐饮服务;外国餐厅;外国餐厅  [{'title': [], 'url': 'http://store.is.autonav...   \n",
       "2       餐饮服务;外国餐厅;外国餐厅                                                 []   \n",
       "\n",
       "  typecode  ...         name              location          tel shopid  \\\n",
       "0   050201  ...  Uni-hotel西餐  113.679222,23.632671           []     []   \n",
       "1   050200  ...    碧泉空中温泉西餐厅  113.654605,23.646045           []     []   \n",
       "2   050200  ...        米斯特比萨  113.698059,23.611033  13533792521     []   \n",
       "\n",
       "           id biz_ext.cost biz_ext.opentime2 biz_ext.rating biz_ext.open_time  \\\n",
       "0  B0GR3OMDZ2           []                []             []                []   \n",
       "1  B0FFHE6NL2       145.00                []            4.1                []   \n",
       "2  B0FFKT17JQ           []                []             []                []   \n",
       "\n",
       "  biz_ext.meal_ordering  \n",
       "0                     0  \n",
       "1                     0  \n",
       "2                     0  \n",
       "\n",
       "[3 rows x 24 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(around(\"西餐厅\",location)[\"pois\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "bf3bf82d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '124',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'address': '博学路广州南方学院',\n",
       "   'distance': '105',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '2.1',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '德瑞克汉堡(广州南方学院店)',\n",
       "   'location': '113.679859,23.634466',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1OLT3ZJ'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '老地方乐山油炸串串',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H6Y1AW1Y'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050118',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '港渝好粥道',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H64DILIJ'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇笃行路20、22、24中山大学南方学院商业中心一楼007号',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050118',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '杨国福麻辣烫(中大南方学院店)',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1MRZ4H9'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '147',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '爱尚麻辣烫',\n",
       "   'location': '113.679405,23.632673',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFM5YXZ3'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市首层7号',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '益街坊',\n",
       "   'location': '113.679291,23.632574',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H6Y1BXZQ'},\n",
       "  {'parent': [],\n",
       "   'address': '广州南方学院博学路6号',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '珍味烧鹅',\n",
       "   'location': '113.679291,23.632574',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0GKSDK3I1'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层7号',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '阿里山幸福便当',\n",
       "   'location': '113.679292,23.632574',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFK2V2QP'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇广州南方学院后门润泰超市1层05号商铺',\n",
       "   'distance': '155',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '港.掂',\n",
       "   'location': '113.679283,23.632570',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFLOGQ1Y'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇笃行路20、22、24号中山大学南方学院商业中心一楼016铺',\n",
       "   'distance': '161',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [],\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '煎饼记',\n",
       "   'location': '113.680105,23.632906',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRO7LKXC'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中山大学南方学院综合楼',\n",
       "   'distance': '295',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '王牌烤肉拌饭',\n",
       "   'location': '113.680126,23.631492',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1M7YDQH'},\n",
       "  {'parent': [],\n",
       "   'address': '广州南方学院明辩路2号第三饭堂',\n",
       "   'distance': '302',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [],\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '新宝简餐-老罗家臭豆腐',\n",
       "   'location': '113.681901,23.634495',\n",
       "   'tel': '13533390928',\n",
       "   'shopid': [],\n",
       "   'id': 'B0IGCABTEI'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇宣星一社自编00894号',\n",
       "   'distance': '302',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '堡得士(中大店)',\n",
       "   'location': '113.676742,23.632175',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1M7YLUH'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中山大学南方学院明辨路2号二、三层',\n",
       "   'distance': '341',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '嘉乐堡(中大校内店)',\n",
       "   'location': '113.682322,23.633538',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1M7ZFTA'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031',\n",
       "   'distance': '355',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '猪杂汤饭',\n",
       "   'location': '113.676500,23.631722',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G3FCLIZ4'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇乌土村上围2队13号',\n",
       "   'distance': '386',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '壹休盖饭',\n",
       "   'location': '113.679611,23.630517',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRHG0RSP'},\n",
       "  {'parent': [],\n",
       "   'address': '中山大学南方学院博学路2号',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [],\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '台湾风味手抓饼',\n",
       "   'location': '113.680073,23.630596',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0G304GZG4'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;特色/地方风味餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050118',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '壹号饺子馆(中大店)',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HROCL9C0'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉中大南方学院',\n",
       "   'distance': '388',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': [],\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '淮南牛肉粉丝汤',\n",
       "   'location': '113.676568,23.631259',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0HROCKTON'},\n",
       "  {'parent': [],\n",
       "   'address': '温泉镇中山大学南方学院博学路6号西区食堂首层',\n",
       "   'distance': '395',\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '26.00',\n",
       "    'opentime2': '07:00-23:00',\n",
       "    'rating': '4.1',\n",
       "    'open_time': '07:00-23:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/be1d148709c9307f451ec7d293c370c5'}],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '从化区',\n",
       "   'name': '肯德基(从化南方学院店)',\n",
       "   'location': '113.676231,23.631452',\n",
       "   'tel': '4009200715',\n",
       "   'shopid': [],\n",
       "   'id': 'B0H1YMW8PH'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "around(\"快餐厅\",location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d0468b91",
   "metadata": {},
   "outputs": [
    {
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       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
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       "      <td>B0FFK2V2QP</td>\n",
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       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050300</td>\n",
       "      <td>...</td>\n",
       "      <td>港.掂</td>\n",
       "      <td>113.679283,23.632570</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFLOGQ1Y</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇笃行路20、22、24号中山大学南方学院商业中心一楼016铺</td>\n",
       "      <td>161</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[]</td>\n",
       "      <td>050000</td>\n",
       "      <td>...</td>\n",
       "      <td>煎饼记</td>\n",
       "      <td>113.680105,23.632906</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRO7LKXC</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中山大学南方学院综合楼</td>\n",
       "      <td>295</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>王牌烤肉拌饭</td>\n",
       "      <td>113.680126,23.631492</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H1M7YDQH</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>广州南方学院明辩路2号第三饭堂</td>\n",
       "      <td>302</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[]</td>\n",
       "      <td>050000</td>\n",
       "      <td>...</td>\n",
       "      <td>新宝简餐-老罗家臭豆腐</td>\n",
       "      <td>113.681901,23.634495</td>\n",
       "      <td>13533390928</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0IGCABTEI</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇宣星一社自编00894号</td>\n",
       "      <td>302</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050300</td>\n",
       "      <td>...</td>\n",
       "      <td>堡得士(中大店)</td>\n",
       "      <td>113.676742,23.632175</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H1M7YLUH</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中山大学南方学院明辨路2号二、三层</td>\n",
       "      <td>341</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050300</td>\n",
       "      <td>...</td>\n",
       "      <td>嘉乐堡(中大校内店)</td>\n",
       "      <td>113.682322,23.633538</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H1M7ZFTA</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031</td>\n",
       "      <td>355</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>猪杂汤饭</td>\n",
       "      <td>113.676500,23.631722</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G3FCLIZ4</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇乌土村上围2队13号</td>\n",
       "      <td>386</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>壹休盖饭</td>\n",
       "      <td>113.679611,23.630517</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRHG0RSP</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>中山大学南方学院博学路2号</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[]</td>\n",
       "      <td>050000</td>\n",
       "      <td>...</td>\n",
       "      <td>台湾风味手抓饼</td>\n",
       "      <td>113.680073,23.630596</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G304GZG4</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;特色/地方风味餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050118</td>\n",
       "      <td>...</td>\n",
       "      <td>壹号饺子馆(中大店)</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HROCL9C0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉中大南方学院</td>\n",
       "      <td>388</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>淮南牛肉粉丝汤</td>\n",
       "      <td>113.676568,23.631259</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HROCKTON</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>温泉镇中山大学南方学院博学路6号西区食堂首层</td>\n",
       "      <td>395</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050300</td>\n",
       "      <td>...</td>\n",
       "      <td>肯德基(从化南方学院店)</td>\n",
       "      <td>113.676231,23.631452</td>\n",
       "      <td>4009200715</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H1YMW8PH</td>\n",
       "      <td>26.00</td>\n",
       "      <td>07:00-23:00</td>\n",
       "      <td>4.1</td>\n",
       "      <td>07:00-23:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   parent                              address distance pname importance  \\\n",
       "0      []                            博学路广州南方学院      105   广东省         []   \n",
       "1      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "2      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "3      []     温泉镇笃行路20、22、24中山大学南方学院商业中心一楼007号      147   广东省         []   \n",
       "4      []               温泉镇广州南方学院后门润泰超市1层05号商铺      147   广东省         []   \n",
       "5      []                  温泉镇广州南方学院后门润泰超市首层7号      155   广东省         []   \n",
       "6      []                          广州南方学院博学路6号      155   广东省         []   \n",
       "7      []                  温泉镇广州南方学院后门润泰超市1层7号      155   广东省         []   \n",
       "8      []               温泉镇广州南方学院后门润泰超市1层05号商铺      155   广东省         []   \n",
       "9      []    温泉镇笃行路20、22、24号中山大学南方学院商业中心一楼016铺      161   广东省         []   \n",
       "10     []                       温泉镇中山大学南方学院综合楼      295   广东省         []   \n",
       "11     []                      广州南方学院明辩路2号第三饭堂      302   广东省         []   \n",
       "12     []                      温泉镇宣星一社自编00894号      302   广东省         []   \n",
       "13     []                 温泉镇中山大学南方学院明辨路2号二、三层      341   广东省         []   \n",
       "14     []  温泉镇笃行路20、22、24号中山大学南方学院商业中心三楼3F-031      355   广东省         []   \n",
       "15     []                        温泉镇乌土村上围2队13号      386   广东省         []   \n",
       "16     []                        中山大学南方学院博学路2号      388   广东省         []   \n",
       "17     []                            温泉镇中大南方学院      388   广东省         []   \n",
       "18     []                             温泉中大南方学院      388   广东省         []   \n",
       "19     []               温泉镇中山大学南方学院博学路6号西区食堂首层      395   广东省         []   \n",
       "\n",
       "   biz_type cityname                type  \\\n",
       "0     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "1     diner      广州市        餐饮服务;中餐厅;中餐厅   \n",
       "2     diner      广州市  餐饮服务;中餐厅;特色/地方风味餐厅   \n",
       "3     diner      广州市  餐饮服务;中餐厅;特色/地方风味餐厅   \n",
       "4     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "5     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "6     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "7     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "8     diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "9     diner      广州市    餐饮服务;餐饮相关场所;餐饮相关   \n",
       "10    diner      广州市        餐饮服务;中餐厅;中餐厅   \n",
       "11    diner      广州市    餐饮服务;餐饮相关场所;餐饮相关   \n",
       "12    diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "13    diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "14    diner      广州市        餐饮服务;中餐厅;中餐厅   \n",
       "15    diner      广州市        餐饮服务;中餐厅;中餐厅   \n",
       "16    diner      广州市    餐饮服务;餐饮相关场所;餐饮相关   \n",
       "17    diner      广州市  餐饮服务;中餐厅;特色/地方风味餐厅   \n",
       "18    diner      广州市        餐饮服务;中餐厅;中餐厅   \n",
       "19    diner      广州市        餐饮服务;快餐厅;快餐厅   \n",
       "\n",
       "                                               photos typecode  ...  \\\n",
       "0                                                  []   050300  ...   \n",
       "1                                                  []   050100  ...   \n",
       "2                                                  []   050118  ...   \n",
       "3                                                  []   050118  ...   \n",
       "4                                                  []   050300  ...   \n",
       "5                                                  []   050300  ...   \n",
       "6                                                  []   050300  ...   \n",
       "7                                                  []   050300  ...   \n",
       "8                                                  []   050300  ...   \n",
       "9                                                  []   050000  ...   \n",
       "10                                                 []   050100  ...   \n",
       "11                                                 []   050000  ...   \n",
       "12                                                 []   050300  ...   \n",
       "13                                                 []   050300  ...   \n",
       "14                                                 []   050100  ...   \n",
       "15                                                 []   050100  ...   \n",
       "16                                                 []   050000  ...   \n",
       "17                                                 []   050118  ...   \n",
       "18                                                 []   050100  ...   \n",
       "19  [{'title': [], 'url': 'http://store.is.autonav...   050300  ...   \n",
       "\n",
       "               name              location          tel shopid          id  \\\n",
       "0    德瑞克汉堡(广州南方学院店)  113.679859,23.634466           []     []  B0H1OLT3ZJ   \n",
       "1         老地方乐山油炸串串  113.679405,23.632673           []     []  B0H6Y1AW1Y   \n",
       "2             港渝好粥道  113.679405,23.632673           []     []  B0H64DILIJ   \n",
       "3   杨国福麻辣烫(中大南方学院店)  113.679405,23.632673           []     []  B0H1MRZ4H9   \n",
       "4             爱尚麻辣烫  113.679405,23.632673           []     []  B0FFM5YXZ3   \n",
       "5               益街坊  113.679291,23.632574           []     []  B0H6Y1BXZQ   \n",
       "6              珍味烧鹅  113.679291,23.632574           []     []  B0GKSDK3I1   \n",
       "7           阿里山幸福便当  113.679292,23.632574           []     []  B0FFK2V2QP   \n",
       "8               港.掂  113.679283,23.632570           []     []  B0FFLOGQ1Y   \n",
       "9               煎饼记  113.680105,23.632906           []     []  B0HRO7LKXC   \n",
       "10           王牌烤肉拌饭  113.680126,23.631492           []     []  B0H1M7YDQH   \n",
       "11      新宝简餐-老罗家臭豆腐  113.681901,23.634495  13533390928     []  B0IGCABTEI   \n",
       "12         堡得士(中大店)  113.676742,23.632175           []     []  B0H1M7YLUH   \n",
       "13       嘉乐堡(中大校内店)  113.682322,23.633538           []     []  B0H1M7ZFTA   \n",
       "14             猪杂汤饭  113.676500,23.631722           []     []  B0G3FCLIZ4   \n",
       "15             壹休盖饭  113.679611,23.630517           []     []  B0HRHG0RSP   \n",
       "16          台湾风味手抓饼  113.680073,23.630596           []     []  B0G304GZG4   \n",
       "17       壹号饺子馆(中大店)  113.676568,23.631259           []     []  B0HROCL9C0   \n",
       "18          淮南牛肉粉丝汤  113.676568,23.631259           []     []  B0HROCKTON   \n",
       "19     肯德基(从化南方学院店)  113.676231,23.631452   4009200715     []  B0H1YMW8PH   \n",
       "\n",
       "   biz_ext.cost biz_ext.opentime2 biz_ext.rating biz_ext.open_time  \\\n",
       "0            []                []            2.1                []   \n",
       "1            []                []             []                []   \n",
       "2            []                []             []                []   \n",
       "3            []                []             []                []   \n",
       "4            []                []             []                []   \n",
       "5            []                []             []                []   \n",
       "6            []                []             []                []   \n",
       "7            []                []             []                []   \n",
       "8            []                []             []                []   \n",
       "9            []                []             []                []   \n",
       "10           []                []             []                []   \n",
       "11           []                []             []                []   \n",
       "12           []                []             []                []   \n",
       "13           []                []             []                []   \n",
       "14           []                []             []                []   \n",
       "15           []                []             []                []   \n",
       "16           []                []             []                []   \n",
       "17           []                []             []                []   \n",
       "18           []                []             []                []   \n",
       "19        26.00       07:00-23:00            4.1       07:00-23:00   \n",
       "\n",
       "   biz_ext.meal_ordering  \n",
       "0                      0  \n",
       "1                      0  \n",
       "2                      0  \n",
       "3                      0  \n",
       "4                      0  \n",
       "5                      0  \n",
       "6                      0  \n",
       "7                      0  \n",
       "8                      0  \n",
       "9                      0  \n",
       "10                     0  \n",
       "11                     0  \n",
       "12                     0  \n",
       "13                     0  \n",
       "14                     0  \n",
       "15                     0  \n",
       "16                     0  \n",
       "17                     0  \n",
       "18                     0  \n",
       "19                     0  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(around(\"快餐厅\",location)[\"pois\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f415fda2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def polygon(polygon,keywords,sig=None) ->dict:\n",
    "    \"\"\"搜索POI2.0多边形搜索\"\"\"\n",
    "    url = \"https://restapi.amap.com/v3/place/polygon?parameters\"\n",
    "    parmas = {\n",
    "        \"key\": key,\n",
    "        \"polygon\": polygon,\n",
    "        \"keywords\": keywords,       \n",
    "        \"sig\": sig,\n",
    "        \"output\": \"json\"\n",
    "    }\n",
    "    response = requests.get(url,params=parmas)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "cb2381f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取从化区经纬度\n",
    "conghua = geocode(\"广州市从化区\")\n",
    "# 获取增城区经纬度\n",
    "zengcheng = geocode(\"广州市增城区\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "9314b963",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '889',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'address': '小楼镇二龙村二龙路69号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '58.00',\n",
       "    'opentime2': [],\n",
       "    'rating': '4.1',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/bb1baee618e3e494ca7cdeeaae1cedcd'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '陶仙居酒楼',\n",
       "   'location': '113.741431,23.387253',\n",
       "   'tel': '020-82841268',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFFAIKUV'},\n",
       "  {'parent': [],\n",
       "   'address': '小楼镇罗坑村与秀水村交界山谷',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '00:00-24:00',\n",
       "    'rating': '4.3',\n",
       "    'open_time': '24小时营业',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5df617083e07217201b8355bdaff2890'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/dc45297651e57c0308d4c8eced9bc052'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/0e42ea0c0c3d0ca7c308af7ad9a2658d'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '放心食材自产生态园',\n",
       "   'location': '113.743247,23.426520',\n",
       "   'tel': '13713919289',\n",
       "   'shopid': [],\n",
       "   'id': 'B0G177YJRK'},\n",
       "  {'parent': [],\n",
       "   'address': '小楼镇二龙田心社',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '08:00-20:00',\n",
       "    'rating': '4.4',\n",
       "    'open_time': '08:00-20:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/30891c13916d11487c5c24e23b7a29e7'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/1a5172aa-4719-41d9-9010-497e135f6f26.jpg'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/4140f7ea-1eca-4094-b801-a533fd87cde5.jpg'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '强记农庄',\n",
       "   'location': '113.742073,23.386027',\n",
       "   'tel': '13763371151',\n",
       "   'shopid': [],\n",
       "   'id': 'B0HG6MDLZ2'},\n",
       "  {'parent': [],\n",
       "   'address': '332乡道附近',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '08:00-20:00',\n",
       "    'rating': '4.4',\n",
       "    'open_time': '08:00-20:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/44d20d3421649def56926968f66bba7d'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5529b11c752f7c7e029dab0770b8e0bd'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/06272caa61f2f1b43bbc7a0c0c96753d'}],\n",
       "   'typecode': '050103',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '聚福客家农庄饭店',\n",
       "   'location': '113.739859,23.368678',\n",
       "   'tel': '13808038738',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFL07Z6J'},\n",
       "  {'parent': [],\n",
       "   'address': '二龙村二龙路6号之3',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '11:00-21:00',\n",
       "    'rating': '4.2',\n",
       "    'open_time': '11:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/5dba7dac45b239a8d34d9104c75ce24c'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/366aaef2a4cd0f054c41927ae1103593'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/f7c746336ce47b56b83cfc3b03575f68'}],\n",
       "   'typecode': '050103',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '二龙国记农庄',\n",
       "   'location': '113.745092,23.389755',\n",
       "   'tel': '13802794897',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFK68IVB'},\n",
       "  {'parent': [],\n",
       "   'address': '中新镇福和五福路4-10号首层',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '40.00',\n",
       "    'opentime2': '07:00-24:00',\n",
       "    'rating': '4.7',\n",
       "    'open_time': '07:00-24:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;茶艺馆;茶艺馆|餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/c8a9d5232c8860b6d5e1ffefc6dea4a2'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/182d69bf961993693baf24aafe1a0861'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/4fc9d1cf64d0d41c59c70f63a5e8f5a1'}],\n",
       "   'typecode': '050600|050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '岭南茗点(福和分店)',\n",
       "   'location': '113.633464,23.363673',\n",
       "   'tel': '020-32141483',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFIFCYVM'},\n",
       "  {'parent': [],\n",
       "   'address': '３８０省道与联二路交叉口南约120米',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '61.00',\n",
       "    'opentime2': [],\n",
       "    'rating': '4.5',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/09cfc070309eea85befdbfa96685e0aa'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/640a1bcb-a552-40db-bbba-bc857ea32d4f.jpg'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '牛头农庄',\n",
       "   'location': '113.769418,23.404928',\n",
       "   'tel': '13826108881',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFJCPVHG'},\n",
       "  {'parent': [],\n",
       "   'address': '小楼镇邓山村二龙山生态公园',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '69.00',\n",
       "    'opentime2': [],\n",
       "    'rating': '4.3',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '花海餐厅',\n",
       "   'location': '113.724646,23.350688',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFGYNFHW'},\n",
       "  {'parent': [],\n",
       "   'address': '中新镇福和南池村太和路8-6号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '08:00-23:45',\n",
       "    'rating': '4.1',\n",
       "    'open_time': '08:00-23:45',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/af60ff5429e05bd5e56dde073bb53f58'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/37fb0e8c417a3e51fba3945f99480311'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/38f5c31b2ed982f6e3b374abb8c71212'}],\n",
       "   'typecode': '050103',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '轩橼居私房菜馆',\n",
       "   'location': '113.647970,23.372466',\n",
       "   'tel': '13660219118;020-32144618',\n",
       "   'shopid': [],\n",
       "   'id': 'B0HGPARED6'},\n",
       "  {'parent': [],\n",
       "   'address': '南池村团村路',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '09:00-14:00；17:00-21:00',\n",
       "    'rating': '4.3',\n",
       "    'open_time': '09:00-14:00 17:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/c3e297fa431cacf3c0325a096cada532'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/2e3281c04d941821f941f3ed05435cf1'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/b9e188c3c11fdff667ea0af0e4b5bfbb'}],\n",
       "   'typecode': '050103',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '岚池美食府',\n",
       "   'location': '113.640456,23.373291',\n",
       "   'tel': '18933965222',\n",
       "   'shopid': [],\n",
       "   'id': 'B0HGVAO3QG'},\n",
       "  {'parent': [],\n",
       "   'address': '增二龙路58号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '3.9',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/2e2e91a6507a1014da0a37aee217bea6'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/e861a9a0f67a047e1ec19dae2336b2a2'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '二龙饭店',\n",
       "   'location': '113.742841,23.387965',\n",
       "   'tel': '020-82842221;13719337042',\n",
       "   'shopid': [],\n",
       "   'id': 'B0G0ACV0YZ'},\n",
       "  {'parent': [],\n",
       "   'address': '中新镇福和坪中南路140号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '41.00',\n",
       "    'opentime2': '00:00-24:00',\n",
       "    'rating': '4.6',\n",
       "    'open_time': '24小时营业',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/9e8d2cfdbf24e5c316ab6219268f6510'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/ca12cc9c5b0fe53c846d86b9cbd7b35e'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/069085283f116bf8be9ad704d20ffa43'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '蒸武门(福和店)',\n",
       "   'location': '113.635333,23.352353',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFLEOFV5'},\n",
       "  {'parent': [],\n",
       "   'address': '中新镇福和区田美村新村一路17号圣宝鞋厂斜对面',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '08:00-20:00',\n",
       "    'rating': '4.1',\n",
       "    'open_time': '08:00-20:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;广东菜(粤菜)',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/efe42ef2d25d537f1783cb3e3fec55df'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/d762691401150be9ad269ceed35334c3'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/8e758e17-fc19-4952-9675-634ccc1768a9.jpg'}],\n",
       "   'typecode': '050103',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '德记鸡饭',\n",
       "   'location': '113.639091,23.360080',\n",
       "   'tel': '13710213680;18218470541',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFK69S0D'},\n",
       "  {'parent': [],\n",
       "   'address': 'S118增城福和车站西侧',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '59.00',\n",
       "    'opentime2': [],\n",
       "    'rating': '4.1',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;快餐厅;快餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/2f4ad776e70e6709b8de755bd9411ec2'}],\n",
       "   'typecode': '050300',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '兄弟美食店',\n",
       "   'location': '113.635838,23.364480',\n",
       "   'tel': '020-82837669',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFG1UB4B'},\n",
       "  {'parent': [],\n",
       "   'address': '中新镇福和福华大道16号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '4.4',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;餐饮相关场所;餐饮相关',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/eec27a39-77cd-49e2-8f8d-b6291ded425e.jpg'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/0d3ebcb2-0982-411f-bccd-1db54eaa8584.jpg'},\n",
       "    {'title': [],\n",
       "     'url': 'http://aos-cdn-image.amap.com/sns/ugccomment/e7de68b4-c749-4433-b5cf-5bcdf92ee575.jpg'}],\n",
       "   'typecode': '050000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '华聪全牛宴',\n",
       "   'location': '113.634127,23.363228',\n",
       "   'tel': '18898450840',\n",
       "   'shopid': [],\n",
       "   'id': 'B0HAKSIRZS'},\n",
       "  {'parent': [],\n",
       "   'address': '３８０省道与３３３乡道交叉口西约20米',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '3.8',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '梁记烧腊快餐店（二龙店）',\n",
       "   'location': '113.743881,23.388576',\n",
       "   'tel': '15338635060',\n",
       "   'shopid': [],\n",
       "   'id': 'B0H6FA2NF5'},\n",
       "  {'parent': [],\n",
       "   'address': '福和圩福东大道1号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '10:00-02:00',\n",
       "    'rating': '4.0',\n",
       "    'open_time': '10:00-02:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/239f2c41ebc7315ad2458a103352b587'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/28fa98c4167faa378c7b0bf848fd9f2b'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/562e3ebbdde6372290b550284c3c05c5'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '意嘉螺蛳粉',\n",
       "   'location': '113.634000,23.360084',\n",
       "   'tel': '13360004325',\n",
       "   'shopid': [],\n",
       "   'id': 'B0HRRAR7JH'},\n",
       "  {'parent': 'B0FFFYI7CT',\n",
       "   'address': '小楼镇腊圃村旧路168号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': '60.00',\n",
       "    'opentime2': '09:00-21:00',\n",
       "    'rating': '3.9',\n",
       "    'open_time': '09:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/75320b6c5a314d7aa897878f69958d17'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/108176124e83088c54da7b12322c65c6'},\n",
       "    {'title': '菜品',\n",
       "     'url': 'http://store.is.autonavi.com/showpic/201a0aada491ec1c5fcb4a7a1fcb8c35'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': '323',\n",
       "   'adname': '增城区',\n",
       "   'name': '荔枝红五号农庄中餐厅',\n",
       "   'location': '113.794592,23.412013',\n",
       "   'tel': '020-82842168;18022360218',\n",
       "   'shopid': [],\n",
       "   'id': 'B0IBOZHP6L'},\n",
       "  {'parent': [],\n",
       "   'address': '小楼镇沙岗村隔塘路27号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': [],\n",
       "    'rating': '3.4',\n",
       "    'open_time': [],\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '广州市增城鸿运农庄饭店',\n",
       "   'location': '113.733360,23.374567',\n",
       "   'tel': '13538787879',\n",
       "   'shopid': [],\n",
       "   'id': 'B0FFLG7IOD'},\n",
       "  {'parent': [],\n",
       "   'address': '朱福路41号',\n",
       "   'distance': [],\n",
       "   'pname': '广东省',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [],\n",
       "    'opentime2': '09:00-21:00',\n",
       "    'rating': '4.3',\n",
       "    'open_time': '09:00-21:00',\n",
       "    'meal_ordering': '0'},\n",
       "   'biz_type': 'diner',\n",
       "   'cityname': '广州市',\n",
       "   'type': '餐饮服务;中餐厅;中餐厅',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/8bf80435d8e9efd53fb0ce6a9f0d5966'}],\n",
       "   'typecode': '050100',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'childtype': [],\n",
       "   'adname': '增城区',\n",
       "   'name': '惠多农庄',\n",
       "   'location': '113.655769,23.342774',\n",
       "   'tel': [],\n",
       "   'shopid': [],\n",
       "   'id': 'B0H225IBJZ'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "polygon(conghua+\"|\"+zengcheng,\"中餐厅\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f4548846",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>parent</th>\n",
       "      <th>address</th>\n",
       "      <th>distance</th>\n",
       "      <th>pname</th>\n",
       "      <th>importance</th>\n",
       "      <th>biz_type</th>\n",
       "      <th>cityname</th>\n",
       "      <th>type</th>\n",
       "      <th>photos</th>\n",
       "      <th>typecode</th>\n",
       "      <th>...</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>tel</th>\n",
       "      <th>shopid</th>\n",
       "      <th>id</th>\n",
       "      <th>biz_ext.cost</th>\n",
       "      <th>biz_ext.opentime2</th>\n",
       "      <th>biz_ext.rating</th>\n",
       "      <th>biz_ext.open_time</th>\n",
       "      <th>biz_ext.meal_ordering</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>小楼镇二龙村二龙路69号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>陶仙居酒楼</td>\n",
       "      <td>113.741431,23.387253</td>\n",
       "      <td>020-82841268</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFFAIKUV</td>\n",
       "      <td>58.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>小楼镇罗坑村与秀水村交界山谷</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>放心食材自产生态园</td>\n",
       "      <td>113.743247,23.426520</td>\n",
       "      <td>13713919289</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G177YJRK</td>\n",
       "      <td>[]</td>\n",
       "      <td>00:00-24:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>24小时营业</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>小楼镇二龙田心社</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>强记农庄</td>\n",
       "      <td>113.742073,23.386027</td>\n",
       "      <td>13763371151</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HG6MDLZ2</td>\n",
       "      <td>[]</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>4.4</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>332乡道附近</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>聚福客家农庄饭店</td>\n",
       "      <td>113.739859,23.368678</td>\n",
       "      <td>13808038738</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFL07Z6J</td>\n",
       "      <td>[]</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>4.4</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>二龙村二龙路6号之3</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>二龙国记农庄</td>\n",
       "      <td>113.745092,23.389755</td>\n",
       "      <td>13802794897</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFK68IVB</td>\n",
       "      <td>[]</td>\n",
       "      <td>11:00-21:00</td>\n",
       "      <td>4.2</td>\n",
       "      <td>11:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>中新镇福和五福路4-10号首层</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;茶艺馆;茶艺馆|餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050600|050100</td>\n",
       "      <td>...</td>\n",
       "      <td>岭南茗点(福和分店)</td>\n",
       "      <td>113.633464,23.363673</td>\n",
       "      <td>020-32141483</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFIFCYVM</td>\n",
       "      <td>40.00</td>\n",
       "      <td>07:00-24:00</td>\n",
       "      <td>4.7</td>\n",
       "      <td>07:00-24:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[]</td>\n",
       "      <td>３８０省道与联二路交叉口南约120米</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>牛头农庄</td>\n",
       "      <td>113.769418,23.404928</td>\n",
       "      <td>13826108881</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFJCPVHG</td>\n",
       "      <td>61.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.5</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>小楼镇邓山村二龙山生态公园</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>花海餐厅</td>\n",
       "      <td>113.724646,23.350688</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFGYNFHW</td>\n",
       "      <td>69.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.3</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[]</td>\n",
       "      <td>中新镇福和南池村太和路8-6号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>轩橼居私房菜馆</td>\n",
       "      <td>113.647970,23.372466</td>\n",
       "      <td>13660219118;020-32144618</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HGPARED6</td>\n",
       "      <td>[]</td>\n",
       "      <td>08:00-23:45</td>\n",
       "      <td>4.1</td>\n",
       "      <td>08:00-23:45</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>南池村团村路</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>岚池美食府</td>\n",
       "      <td>113.640456,23.373291</td>\n",
       "      <td>18933965222</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HGVAO3QG</td>\n",
       "      <td>[]</td>\n",
       "      <td>09:00-14:00；17:00-21:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>09:00-14:00 17:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>增二龙路58号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>二龙饭店</td>\n",
       "      <td>113.742841,23.387965</td>\n",
       "      <td>020-82842221;13719337042</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0G0ACV0YZ</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.9</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[]</td>\n",
       "      <td>中新镇福和坪中南路140号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>蒸武门(福和店)</td>\n",
       "      <td>113.635333,23.352353</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFLEOFV5</td>\n",
       "      <td>41.00</td>\n",
       "      <td>00:00-24:00</td>\n",
       "      <td>4.6</td>\n",
       "      <td>24小时营业</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[]</td>\n",
       "      <td>中新镇福和区田美村新村一路17号圣宝鞋厂斜对面</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;广东菜(粤菜)</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050103</td>\n",
       "      <td>...</td>\n",
       "      <td>德记鸡饭</td>\n",
       "      <td>113.639091,23.360080</td>\n",
       "      <td>13710213680;18218470541</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFK69S0D</td>\n",
       "      <td>[]</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>4.1</td>\n",
       "      <td>08:00-20:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[]</td>\n",
       "      <td>S118增城福和车站西侧</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;快餐厅;快餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050300</td>\n",
       "      <td>...</td>\n",
       "      <td>兄弟美食店</td>\n",
       "      <td>113.635838,23.364480</td>\n",
       "      <td>020-82837669</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFG1UB4B</td>\n",
       "      <td>59.00</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.1</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[]</td>\n",
       "      <td>中新镇福和福华大道16号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;餐饮相关场所;餐饮相关</td>\n",
       "      <td>[{'title': [], 'url': 'http://aos-cdn-image.am...</td>\n",
       "      <td>050000</td>\n",
       "      <td>...</td>\n",
       "      <td>华聪全牛宴</td>\n",
       "      <td>113.634127,23.363228</td>\n",
       "      <td>18898450840</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HAKSIRZS</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>4.4</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>３８０省道与３３３乡道交叉口西约20米</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>梁记烧腊快餐店（二龙店）</td>\n",
       "      <td>113.743881,23.388576</td>\n",
       "      <td>15338635060</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H6FA2NF5</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.8</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[]</td>\n",
       "      <td>福和圩福东大道1号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>意嘉螺蛳粉</td>\n",
       "      <td>113.634000,23.360084</td>\n",
       "      <td>13360004325</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0HRRAR7JH</td>\n",
       "      <td>[]</td>\n",
       "      <td>10:00-02:00</td>\n",
       "      <td>4.0</td>\n",
       "      <td>10:00-02:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B0FFFYI7CT</td>\n",
       "      <td>小楼镇腊圃村旧路168号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>荔枝红五号农庄中餐厅</td>\n",
       "      <td>113.794592,23.412013</td>\n",
       "      <td>020-82842168;18022360218</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0IBOZHP6L</td>\n",
       "      <td>60.00</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>3.9</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[]</td>\n",
       "      <td>小楼镇沙岗村隔塘路27号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[]</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>广州市增城鸿运农庄饭店</td>\n",
       "      <td>113.733360,23.374567</td>\n",
       "      <td>13538787879</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0FFLG7IOD</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>3.4</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[]</td>\n",
       "      <td>朱福路41号</td>\n",
       "      <td>[]</td>\n",
       "      <td>广东省</td>\n",
       "      <td>[]</td>\n",
       "      <td>diner</td>\n",
       "      <td>广州市</td>\n",
       "      <td>餐饮服务;中餐厅;中餐厅</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>050100</td>\n",
       "      <td>...</td>\n",
       "      <td>惠多农庄</td>\n",
       "      <td>113.655769,23.342774</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>B0H225IBJZ</td>\n",
       "      <td>[]</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>4.3</td>\n",
       "      <td>09:00-21:00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        parent                  address distance pname importance biz_type  \\\n",
       "0           []             小楼镇二龙村二龙路69号       []   广东省         []    diner   \n",
       "1           []           小楼镇罗坑村与秀水村交界山谷       []   广东省         []    diner   \n",
       "2           []                 小楼镇二龙田心社       []   广东省         []    diner   \n",
       "3           []                  332乡道附近       []   广东省         []    diner   \n",
       "4           []               二龙村二龙路6号之3       []   广东省         []    diner   \n",
       "5           []          中新镇福和五福路4-10号首层       []   广东省         []    diner   \n",
       "6           []       ３８０省道与联二路交叉口南约120米       []   广东省         []    diner   \n",
       "7           []            小楼镇邓山村二龙山生态公园       []   广东省         []    diner   \n",
       "8           []          中新镇福和南池村太和路8-6号       []   广东省         []    diner   \n",
       "9           []                   南池村团村路       []   广东省         []    diner   \n",
       "10          []                  增二龙路58号       []   广东省         []    diner   \n",
       "11          []            中新镇福和坪中南路140号       []   广东省         []    diner   \n",
       "12          []  中新镇福和区田美村新村一路17号圣宝鞋厂斜对面       []   广东省         []    diner   \n",
       "13          []             S118增城福和车站西侧       []   广东省         []    diner   \n",
       "14          []             中新镇福和福华大道16号       []   广东省         []    diner   \n",
       "15          []      ３８０省道与３３３乡道交叉口西约20米       []   广东省         []    diner   \n",
       "16          []                福和圩福东大道1号       []   广东省         []    diner   \n",
       "17  B0FFFYI7CT             小楼镇腊圃村旧路168号       []   广东省         []    diner   \n",
       "18          []             小楼镇沙岗村隔塘路27号       []   广东省         []    diner   \n",
       "19          []                   朱福路41号       []   广东省         []    diner   \n",
       "\n",
       "   cityname                       type  \\\n",
       "0       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "1       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "2       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "3       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "4       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "5       广州市  餐饮服务;茶艺馆;茶艺馆|餐饮服务;中餐厅;中餐厅   \n",
       "6       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "7       广州市               餐饮服务;中餐厅;中餐厅   \n",
       "8       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "9       广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "10      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "11      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "12      广州市           餐饮服务;中餐厅;广东菜(粤菜)   \n",
       "13      广州市               餐饮服务;快餐厅;快餐厅   \n",
       "14      广州市           餐饮服务;餐饮相关场所;餐饮相关   \n",
       "15      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "16      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "17      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "18      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "19      广州市               餐饮服务;中餐厅;中餐厅   \n",
       "\n",
       "                                               photos       typecode  ...  \\\n",
       "0   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "2   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "3   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "4   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "5   [{'title': [], 'url': 'http://store.is.autonav...  050600|050100  ...   \n",
       "6   [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "7                                                  []         050100  ...   \n",
       "8   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "9   [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "10  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "11  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "12  [{'title': [], 'url': 'http://store.is.autonav...         050103  ...   \n",
       "13  [{'title': [], 'url': 'http://store.is.autonav...         050300  ...   \n",
       "14  [{'title': [], 'url': 'http://aos-cdn-image.am...         050000  ...   \n",
       "15                                                 []         050100  ...   \n",
       "16  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "17  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "18                                                 []         050100  ...   \n",
       "19  [{'title': [], 'url': 'http://store.is.autonav...         050100  ...   \n",
       "\n",
       "            name              location                       tel shopid  \\\n",
       "0          陶仙居酒楼  113.741431,23.387253              020-82841268     []   \n",
       "1      放心食材自产生态园  113.743247,23.426520               13713919289     []   \n",
       "2           强记农庄  113.742073,23.386027               13763371151     []   \n",
       "3       聚福客家农庄饭店  113.739859,23.368678               13808038738     []   \n",
       "4         二龙国记农庄  113.745092,23.389755               13802794897     []   \n",
       "5     岭南茗点(福和分店)  113.633464,23.363673              020-32141483     []   \n",
       "6           牛头农庄  113.769418,23.404928               13826108881     []   \n",
       "7           花海餐厅  113.724646,23.350688                        []     []   \n",
       "8        轩橼居私房菜馆  113.647970,23.372466  13660219118;020-32144618     []   \n",
       "9          岚池美食府  113.640456,23.373291               18933965222     []   \n",
       "10          二龙饭店  113.742841,23.387965  020-82842221;13719337042     []   \n",
       "11      蒸武门(福和店)  113.635333,23.352353                        []     []   \n",
       "12          德记鸡饭  113.639091,23.360080   13710213680;18218470541     []   \n",
       "13         兄弟美食店  113.635838,23.364480              020-82837669     []   \n",
       "14         华聪全牛宴  113.634127,23.363228               18898450840     []   \n",
       "15  梁记烧腊快餐店（二龙店）  113.743881,23.388576               15338635060     []   \n",
       "16         意嘉螺蛳粉  113.634000,23.360084               13360004325     []   \n",
       "17    荔枝红五号农庄中餐厅  113.794592,23.412013  020-82842168;18022360218     []   \n",
       "18   广州市增城鸿运农庄饭店  113.733360,23.374567               13538787879     []   \n",
       "19          惠多农庄  113.655769,23.342774                        []     []   \n",
       "\n",
       "            id biz_ext.cost        biz_ext.opentime2 biz_ext.rating  \\\n",
       "0   B0FFFAIKUV        58.00                       []            4.1   \n",
       "1   B0G177YJRK           []              00:00-24:00            4.3   \n",
       "2   B0HG6MDLZ2           []              08:00-20:00            4.4   \n",
       "3   B0FFL07Z6J           []              08:00-20:00            4.4   \n",
       "4   B0FFK68IVB           []              11:00-21:00            4.2   \n",
       "5   B0FFIFCYVM        40.00              07:00-24:00            4.7   \n",
       "6   B0FFJCPVHG        61.00                       []            4.5   \n",
       "7   B0FFGYNFHW        69.00                       []            4.3   \n",
       "8   B0HGPARED6           []              08:00-23:45            4.1   \n",
       "9   B0HGVAO3QG           []  09:00-14:00；17:00-21:00            4.3   \n",
       "10  B0G0ACV0YZ           []                       []            3.9   \n",
       "11  B0FFLEOFV5        41.00              00:00-24:00            4.6   \n",
       "12  B0FFK69S0D           []              08:00-20:00            4.1   \n",
       "13  B0FFG1UB4B        59.00                       []            4.1   \n",
       "14  B0HAKSIRZS           []                       []            4.4   \n",
       "15  B0H6FA2NF5           []                       []            3.8   \n",
       "16  B0HRRAR7JH           []              10:00-02:00            4.0   \n",
       "17  B0IBOZHP6L        60.00              09:00-21:00            3.9   \n",
       "18  B0FFLG7IOD           []                       []            3.4   \n",
       "19  B0H225IBJZ           []              09:00-21:00            4.3   \n",
       "\n",
       "          biz_ext.open_time biz_ext.meal_ordering  \n",
       "0                        []                     0  \n",
       "1                    24小时营业                     0  \n",
       "2               08:00-20:00                     0  \n",
       "3               08:00-20:00                     0  \n",
       "4               11:00-21:00                     0  \n",
       "5               07:00-24:00                     0  \n",
       "6                        []                     0  \n",
       "7                        []                     0  \n",
       "8               08:00-23:45                     0  \n",
       "9   09:00-14:00 17:00-21:00                     0  \n",
       "10                       []                     0  \n",
       "11                   24小时营业                     0  \n",
       "12              08:00-20:00                     0  \n",
       "13                       []                     0  \n",
       "14                       []                     0  \n",
       "15                       []                     0  \n",
       "16              10:00-02:00                     0  \n",
       "17              09:00-21:00                     0  \n",
       "18                       []                     0  \n",
       "19              09:00-21:00                     0  \n",
       "\n",
       "[20 rows x 24 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(polygon(conghua+\"|\"+zengcheng,\"中餐厅\")[\"pois\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "561c20c8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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